{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# RNN & Word Embeddings for SEC Filings to Predict Returns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "RNNs are commonly applied to various natural language processing tasks. We've already encountered sentiment analysis using text data in part three of this book.\n",
    "\n",
    "We are now going to apply an RNN model to SEC filings to learn custom word embeddings (see Chapter 16) and predict the returns over the week after the filing date."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports & Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:02:14.649987Z",
     "start_time": "2020-06-22T19:02:14.647429Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:02:17.333723Z",
     "start_time": "2020-06-22T19:02:15.224460Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from pathlib import Path\n",
    "from time import time\n",
    "from collections import Counter\n",
    "from datetime import datetime, timedelta\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy.stats import spearmanr\n",
    "import yfinance as yf\n",
    "\n",
    "from gensim.models.word2vec import LineSentence\n",
    "from gensim.models.phrases import Phrases, Phraser\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "import tensorflow as tf\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import (Dense, GRU, Bidirectional,\n",
    "                                     Embedding, BatchNormalization, Dropout)\n",
    "from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
    "from tensorflow.keras.callbacks import EarlyStopping\n",
    "from tensorflow.keras.metrics import RootMeanSquaredError, MeanAbsoluteError\n",
    "import tensorflow.keras.backend as K\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:02:17.365462Z",
     "start_time": "2020-06-22T19:02:17.335356Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using GPU\n"
     ]
    }
   ],
   "source": [
    "gpu_devices = tf.config.experimental.list_physical_devices('GPU')\n",
    "if gpu_devices:\n",
    "    print('Using GPU')\n",
    "    tf.config.experimental.set_memory_growth(gpu_devices[0], True)\n",
    "else:\n",
    "    print('Using CPU')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:02:17.890287Z",
     "start_time": "2020-06-22T19:02:17.887724Z"
    }
   },
   "outputs": [],
   "source": [
    "np.random.seed(42)\n",
    "tf.random.set_seed(42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:02:18.133367Z",
     "start_time": "2020-06-22T19:02:18.130707Z"
    }
   },
   "outputs": [],
   "source": [
    "idx = pd.IndexSlice\n",
    "sns.set_style('whitegrid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:02:18.456457Z",
     "start_time": "2020-06-22T19:02:18.452729Z"
    }
   },
   "outputs": [],
   "source": [
    "def format_time(t):\n",
    "    m, s = divmod(t, 60)\n",
    "    h, m = divmod(m, 60)\n",
    "    return f'{h:02.0f}:{m:02.0f}:{s:02.0f}'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:02:18.799407Z",
     "start_time": "2020-06-22T19:02:18.795960Z"
    }
   },
   "outputs": [],
   "source": [
    "deciles = np.arange(.1, 1, .1).round(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get stock price data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Paths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:02:21.024607Z",
     "start_time": "2020-06-22T19:02:21.022250Z"
    }
   },
   "outputs": [],
   "source": [
    "data_path = Path('..', 'data', 'sec-filings')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:02:21.381409Z",
     "start_time": "2020-06-22T19:02:21.378175Z"
    }
   },
   "outputs": [],
   "source": [
    "results_path = Path('results', 'sec-filings')\n",
    "\n",
    "selected_section_path = results_path / 'ngrams_1'\n",
    "ngram_path = results_path / 'ngrams'\n",
    "vector_path = results_path / 'vectors'\n",
    "\n",
    "for path in [vector_path, selected_section_path, ngram_path]:\n",
    "    if not path.exists():\n",
    "        path.mkdir(parents=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get filing info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:02:34.177115Z",
     "start_time": "2020-06-22T19:02:34.112663Z"
    }
   },
   "outputs": [],
   "source": [
    "filing_index = (pd.read_csv(data_path / 'filing_index.csv',\n",
    "                            parse_dates=['DATE_FILED'])\n",
    "                .rename(columns=str.lower))\n",
    "filing_index.index += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:02:34.618203Z",
     "start_time": "2020-06-22T19:02:34.592287Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 22631 entries, 1 to 22631\n",
      "Data columns (total 11 columns):\n",
      " #   Column        Non-Null Count  Dtype         \n",
      "---  ------        --------------  -----         \n",
      " 0   cik           22631 non-null  int64         \n",
      " 1   company_name  22631 non-null  object        \n",
      " 2   form_type     22631 non-null  object        \n",
      " 3   date_filed    22631 non-null  datetime64[ns]\n",
      " 4   edgar_link    22631 non-null  object        \n",
      " 5   quarter       22631 non-null  int64         \n",
      " 6   ticker        22631 non-null  object        \n",
      " 7   sic           22461 non-null  object        \n",
      " 8   exchange      20619 non-null  object        \n",
      " 9   hits          22555 non-null  object        \n",
      " 10  year          22631 non-null  int64         \n",
      "dtypes: datetime64[ns](1), int64(3), object(7)\n",
      "memory usage: 1.9+ MB\n"
     ]
    }
   ],
   "source": [
    "filing_index.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:02:37.580268Z",
     "start_time": "2020-06-22T19:02:37.560097Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cik</th>\n",
       "      <th>company_name</th>\n",
       "      <th>form_type</th>\n",
       "      <th>date_filed</th>\n",
       "      <th>edgar_link</th>\n",
       "      <th>quarter</th>\n",
       "      <th>ticker</th>\n",
       "      <th>sic</th>\n",
       "      <th>exchange</th>\n",
       "      <th>hits</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1000180</td>\n",
       "      <td>SANDISK CORP</td>\n",
       "      <td>10-K</td>\n",
       "      <td>2013-02-19</td>\n",
       "      <td>edgar/data/1000180/0001000180-13-000009.txt</td>\n",
       "      <td>1</td>\n",
       "      <td>SNDK</td>\n",
       "      <td>3572</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>3</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1000209</td>\n",
       "      <td>MEDALLION FINANCIAL CORP</td>\n",
       "      <td>10-K</td>\n",
       "      <td>2013-03-13</td>\n",
       "      <td>edgar/data/1000209/0001193125-13-103504.txt</td>\n",
       "      <td>1</td>\n",
       "      <td>TAXI</td>\n",
       "      <td>6199</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>0</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1000228</td>\n",
       "      <td>HENRY SCHEIN INC</td>\n",
       "      <td>10-K</td>\n",
       "      <td>2013-02-13</td>\n",
       "      <td>edgar/data/1000228/0001000228-13-000010.txt</td>\n",
       "      <td>1</td>\n",
       "      <td>HSIC</td>\n",
       "      <td>5047</td>\n",
       "      <td>NASDAQ</td>\n",
       "      <td>3</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1000229</td>\n",
       "      <td>CORE LABORATORIES N V</td>\n",
       "      <td>10-K</td>\n",
       "      <td>2013-02-19</td>\n",
       "      <td>edgar/data/1000229/0001000229-13-000009.txt</td>\n",
       "      <td>1</td>\n",
       "      <td>CLB</td>\n",
       "      <td>1389</td>\n",
       "      <td>NYSE</td>\n",
       "      <td>2</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1000232</td>\n",
       "      <td>KENTUCKY BANCSHARES INC  KY</td>\n",
       "      <td>10-K</td>\n",
       "      <td>2013-03-28</td>\n",
       "      <td>edgar/data/1000232/0001104659-13-025094.txt</td>\n",
       "      <td>1</td>\n",
       "      <td>KTYB</td>\n",
       "      <td>6022</td>\n",
       "      <td>OTC</td>\n",
       "      <td>0</td>\n",
       "      <td>2013</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       cik                  company_name form_type date_filed  \\\n",
       "1  1000180                  SANDISK CORP      10-K 2013-02-19   \n",
       "2  1000209      MEDALLION FINANCIAL CORP      10-K 2013-03-13   \n",
       "3  1000228              HENRY SCHEIN INC      10-K 2013-02-13   \n",
       "4  1000229         CORE LABORATORIES N V      10-K 2013-02-19   \n",
       "5  1000232  KENTUCKY BANCSHARES INC  KY       10-K 2013-03-28   \n",
       "\n",
       "                                    edgar_link  quarter ticker   sic exchange  \\\n",
       "1  edgar/data/1000180/0001000180-13-000009.txt        1   SNDK  3572   NASDAQ   \n",
       "2  edgar/data/1000209/0001193125-13-103504.txt        1   TAXI  6199   NASDAQ   \n",
       "3  edgar/data/1000228/0001000228-13-000010.txt        1   HSIC  5047   NASDAQ   \n",
       "4  edgar/data/1000229/0001000229-13-000009.txt        1    CLB  1389     NYSE   \n",
       "5  edgar/data/1000232/0001104659-13-025094.txt        1   KTYB  6022      OTC   \n",
       "\n",
       "  hits  year  \n",
       "1    3  2013  \n",
       "2    0  2013  \n",
       "3    3  2013  \n",
       "4    2  2013  \n",
       "5    0  2013  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filing_index.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:02:37.953259Z",
     "start_time": "2020-06-22T19:02:37.946618Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6630"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filing_index.ticker.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:02:38.902491Z",
     "start_time": "2020-06-22T19:02:38.894476Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count                   22631\n",
       "unique                    980\n",
       "top       2014-03-31 00:00:00\n",
       "freq                      442\n",
       "first     2013-01-02 00:00:00\n",
       "last      2016-12-30 00:00:00\n",
       "Name: date_filed, dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filing_index.date_filed.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download stock price data using Yfinance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T02:35:08.930399Z",
     "start_time": "2020-06-22T02:05:44.541442Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- AAC: No data found, symbol may be delisted\n",
      "- AAC: No data found, symbol may be delisted\n",
      "- AAC: No data found, symbol may be delisted\n",
      "- AAPH: No data found, symbol may be delisted\n",
      "- AAPH: No data found, symbol may be delisted\n",
      "- AARI: No data found for this date range, symbol may be delisted\n",
      "- AARI: No data found for this date range, symbol may be delisted\n",
      "- AARI: No data found for this date range, symbol may be delisted\n",
      "- AARI: No data found for this date range, symbol may be delisted\n",
      "- AARS: No data found, symbol may be delisted\n",
      "- AARS: No data found, symbol may be delisted\n",
      "- AAVL: Data doesn't exist for startDate = 1417496400, endDate = 1428206400\n",
      "- AAVL: Data doesn't exist for startDate = 1449032400, endDate = 1459742400\n",
      "- ABCR: No data found for this date range, symbol may be delisted\n",
      "- ABCW: No data found for this date range, symbol may be delisted\n",
      "- ABCW: No data found for this date range, symbol may be delisted\n",
      "- ABCW: No data found for this date range, symbol may be delisted\n",
      "- ABFS: No data found for this date range, symbol may be delisted\n",
      "- ABFS: No data found for this date range, symbol may be delisted\n",
      "- ABFS: No data found for this date range, symbol may be delisted\n",
      "- ABFS: No data found for this date range, symbol may be delisted\n",
      "- ABH: No data found for this date range, symbol may be delisted\n",
      "- ABH: No data found for this date range, symbol may be delisted\n",
      "- ABH: No data found for this date range, symbol may be delisted\n",
      "- ABHD: No data found, symbol may be delisted\n",
      "- ABHD: No data found, symbol may be delisted\n",
      "- ABHD: No data found, symbol may be delisted\n",
      "- ABHD: No data found, symbol may be delisted\n",
      "- ABRM: No data found for this date range, symbol may be delisted\n",
      "- ABTL: No data found for this date range, symbol may be delisted\n",
      "- ABTL: No data found for this date range, symbol may be delisted\n",
      "- ABTL: No data found for this date range, symbol may be delisted\n",
      "- ABTL: No data found for this date range, symbol may be delisted\n",
      "- ABWS: No data found for this date range, symbol may be delisted\n",
      "- ACAR: No data found for this date range, symbol may be delisted\n",
      "- ACAR: No data found for this date range, symbol may be delisted\n",
      "- ACAR: No data found for this date range, symbol may be delisted\n",
      "- ACAR: No data found for this date range, symbol may be delisted\n",
      "- ACAS: No data found for this date range, symbol may be delisted\n",
      "- ACAS: No data found for this date range, symbol may be delisted\n",
      "- ACAS: No data found for this date range, symbol may be delisted\n",
      "- ACAS: No data found for this date range, symbol may be delisted\n",
      "- ACAT: No data found for this date range, symbol may be delisted\n",
      "- ACAT: No data found for this date range, symbol may be delisted\n",
      "- ACAT: No data found for this date range, symbol may be delisted\n",
      "- ACAT: No data found for this date range, symbol may be delisted\n",
      "- ACCM: No data found for this date range, symbol may be delisted\n",
      "- ACCM: No data found for this date range, symbol may be delisted\n",
      "- ACCP: No data found for this date range, symbol may be delisted\n",
      "- ACCP: No data found for this date range, symbol may be delisted\n",
      "- ACCP: No data found for this date range, symbol may be delisted\n",
      "- ACCP: No data found for this date range, symbol may be delisted\n",
      "- ACE: Data doesn't exist for startDate = 1353992400, endDate = 1364702400\n",
      "- ACE: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "- ACE: Data doesn't exist for startDate = 1416978000, endDate = 1427688000\n",
      "- ACE: Data doesn't exist for startDate = 1448427600, endDate = 1459137600\n",
      "- ACEL: Data doesn't exist for startDate = 1358830800, endDate = 1369540800\n",
      "- ACEL: Data doesn't exist for startDate = 1358830800, endDate = 1369540800\n",
      "- ACET: No data found for this date range, symbol may be delisted\n",
      "- ACET: No data found for this date range, symbol may be delisted\n",
      "- ACET: No data found for this date range, symbol may be delisted\n",
      "- ACET: No data found for this date range, symbol may be delisted\n",
      "- ACHN: No data found, symbol may be delisted\n",
      "- ACHN: No data found, symbol may be delisted\n",
      "- ACHN: No data found, symbol may be delisted\n",
      "- ACHN: No data found, symbol may be delisted\n",
      "- ACLO: No data found for this date range, symbol may be delisted\n",
      "- ACLO: No data found for this date range, symbol may be delisted\n",
      "- ACLO: No data found for this date range, symbol may be delisted\n",
      "- ACLO: No data found for this date range, symbol may be delisted\n",
      "- ACMP: No data found for this date range, symbol may be delisted\n",
      "- ACMP: No data found for this date range, symbol may be delisted\n",
      "- ACMP: No data found for this date range, symbol may be delisted\n",
      "- ACMP: No data found for this date range, symbol may be delisted\n",
      "- ACO: No data found for this date range, symbol may be delisted\n",
      "- ACO: No data found for this date range, symbol may be delisted\n",
      "- ACPW: No data found for this date range, symbol may be delisted\n",
      "- ACPW: No data found for this date range, symbol may be delisted\n",
      "- ACPW: No data found for this date range, symbol may be delisted\n",
      "- ACPW: No data found for this date range, symbol may be delisted\n",
      "- ACRI: Data doesn't exist for startDate = 1356238800, endDate = 1366948800\n",
      "- ACRI: Data doesn't exist for startDate = 1387947600, endDate = 1398657600\n",
      "- ACRO: No data found for this date range, symbol may be delisted\n",
      "- ACRO: No data found for this date range, symbol may be delisted\n",
      "- ACRO: No data found for this date range, symbol may be delisted\n",
      "- ACRO: No data found for this date range, symbol may be delisted\n",
      "- ACSF: No data found, symbol may be delisted\n",
      "- ACSF: No data found, symbol may be delisted\n",
      "- ACT: Data doesn't exist for startDate = 1353992400, endDate = 1364702400\n",
      "- ACT: Data doesn't exist for startDate = 1385269200, endDate = 1395979200\n",
      "- ACT: Data doesn't exist for startDate = 1416200400, endDate = 1426910400\n",
      "- ACT: Data doesn't exist for startDate = 1448427600, endDate = 1459137600\n",
      "- ACTC: No data found for this date range, symbol may be delisted\n",
      "- ACTC: No data found for this date range, symbol may be delisted\n",
      "- ACTC: No data found for this date range, symbol may be delisted\n",
      "- ACTC: No data found for this date range, symbol may be delisted\n",
      "- ACTC: No data found for this date range, symbol may be delisted\n",
      "- ACTC: No data found for this date range, symbol may be delisted\n",
      "- ACTC: No data found for this date range, symbol may be delisted\n",
      "- ACTU: No data found for this date range, symbol may be delisted\n",
      "- ACTU: No data found for this date range, symbol may be delisted\n",
      "- ACTV: Data doesn't exist for startDate = 1353906000, endDate = 1364616000\n",
      "- ACW: No data found for this date range, symbol may be delisted\n",
      "- ACW: No data found for this date range, symbol may be delisted\n",
      "- ACW: No data found for this date range, symbol may be delisted\n",
      "- ACW: No data found for this date range, symbol may be delisted\n",
      "- ACXM: No data found for this date range, symbol may be delisted\n",
      "- ACXM: No data found for this date range, symbol may be delisted\n",
      "- ACXM: No data found for this date range, symbol may be delisted\n",
      "- ACXM: No data found for this date range, symbol may be delisted\n",
      "- ADAT: No data found for this date range, symbol may be delisted\n",
      "- ADAT: No data found for this date range, symbol may be delisted\n",
      "- ADAT: No data found for this date range, symbol may be delisted\n",
      "- ADB: Data doesn't exist for startDate = 1353992400, endDate = 1364702400\n",
      "- ADB: Data doesn't exist for startDate = 1385269200, endDate = 1395979200\n",
      "- ADB: Data doesn't exist for startDate = 1416805200, endDate = 1427515200\n",
      "- ADB: Data doesn't exist for startDate = 1448254800, endDate = 1458964800\n",
      "- ADEP: No data found for this date range, symbol may be delisted\n",
      "- ADEP: No data found for this date range, symbol may be delisted\n",
      "- ADEP: No data found for this date range, symbol may be delisted\n",
      "- ADGE: No data found for this date range, symbol may be delisted\n",
      "- ADGE: No data found for this date range, symbol may be delisted\n",
      "- ADGE: No data found for this date range, symbol may be delisted\n",
      "- ADGE: No data found for this date range, symbol may be delisted\n",
      "- ADGL: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- ADGL: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- ADHXF: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- ADHXF: No data found for this date range, symbol may be delisted\n",
      "- ADHXF: No data found for this date range, symbol may be delisted\n",
      "- ADHXF: No data found for this date range, symbol may be delisted\n",
      "- ADK: Data doesn't exist for startDate = 1365220800, endDate = 1375934400\n",
      "- ADK: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- ADK: Data doesn't exist for startDate = 1419742800, endDate = 1430452800\n",
      "- ADK: Data doesn't exist for startDate = 1451278800, endDate = 1461988800\n",
      "- ADMA: Data doesn't exist for startDate = 1354510800, endDate = 1365220800\n",
      "- ADMC: No data found, symbol may be delisted\n",
      "- ADMC: No data found, symbol may be delisted\n",
      "- ADMC: No data found, symbol may be delisted\n",
      "- ADMD: No data found for this date range, symbol may be delisted\n",
      "- ADMD: No data found for this date range, symbol may be delisted\n",
      "- ADMD: No data found for this date range, symbol may be delisted\n",
      "- ADMD: No data found for this date range, symbol may be delisted\n",
      "- ADNC: No data found for this date range, symbol may be delisted\n",
      "- ADNC: No data found for this date range, symbol may be delisted\n",
      "- ADNC: No data found for this date range, symbol may be delisted\n",
      "- ADPT: Data doesn't exist for startDate = 1354942800, endDate = 1365652800\n",
      "- ADPT: Data doesn't exist for startDate = 1386565200, endDate = 1397275200\n",
      "- ADPT: Data doesn't exist for startDate = 1418446800, endDate = 1429156800\n",
      "- ADPT: Data doesn't exist for startDate = 1449637200, endDate = 1460347200\n",
      "- ADRV: No data found, symbol may be delisted\n",
      "- ADRV: No data found, symbol may be delisted\n",
      "- ADRV: No data found, symbol may be delisted\n",
      "- ADRV: No data found, symbol may be delisted\n",
      "- ADT: Data doesn't exist for startDate = 1376884800, endDate = 1387602000\n",
      "- ADT: Data doesn't exist for startDate = 1407729600, endDate = 1418446800\n",
      "- ADT: Data doesn't exist for startDate = 1439265600, endDate = 1449982800\n",
      "- ADVS: No data found for this date range, symbol may be delisted\n",
      "- ADVS: No data found for this date range, symbol may be delisted\n",
      "- ADVS: No data found for this date range, symbol may be delisted\n",
      "- ADY: No data found for this date range, symbol may be delisted\n",
      "- AEBF: No data found for this date range, symbol may be delisted\n",
      "- AEBF: No data found for this date range, symbol may be delisted\n",
      "- AEBF: No data found for this date range, symbol may be delisted\n",
      "- AEBF: No data found for this date range, symbol may be delisted\n",
      "- AEC: No data found for this date range, symbol may be delisted\n",
      "- AEC: No data found for this date range, symbol may be delisted\n",
      "- AEC: No data found for this date range, symbol may be delisted\n",
      "- AEGA: No data found, symbol may be delisted\n",
      "- AEGA: No data found, symbol may be delisted\n",
      "- AEGA: No data found, symbol may be delisted\n",
      "- AEGA: No data found, symbol may be delisted\n",
      "- AEGR: No data found for this date range, symbol may be delisted\n",
      "- AEGR: No data found for this date range, symbol may be delisted\n",
      "- AEGR: No data found for this date range, symbol may be delisted\n",
      "- AEGR: No data found for this date range, symbol may be delisted\n",
      "- AEN: No data found for this date range, symbol may be delisted\n",
      "- AEN: No data found for this date range, symbol may be delisted\n",
      "- AEN: No data found for this date range, symbol may be delisted\n",
      "- AEPI: No data found for this date range, symbol may be delisted\n",
      "- AEPI: No data found for this date range, symbol may be delisted\n",
      "- AEPI: No data found for this date range, symbol may be delisted\n",
      "- AEPI: No data found for this date range, symbol may be delisted\n",
      "- AERR: No data found, symbol may be delisted\n",
      "- AERT: No data found for this date range, symbol may be delisted\n",
      "- AERT: No data found for this date range, symbol may be delisted\n",
      "- AERT: No data found for this date range, symbol may be delisted\n",
      "- AERT: No data found for this date range, symbol may be delisted\n",
      "- AETI: No data found, symbol may be delisted\n",
      "- AETI: No data found, symbol may be delisted\n",
      "- AETI: No data found, symbol may be delisted\n",
      "- AETI: No data found, symbol may be delisted\n",
      "- AEXP: No data found, symbol may be delisted\n",
      "- AEXP: No data found, symbol may be delisted\n",
      "- AEXP: No data found, symbol may be delisted\n",
      "- AEXP: No data found, symbol may be delisted\n",
      "- AF: No data found for this date range, symbol may be delisted\n",
      "- AF: No data found for this date range, symbol may be delisted\n",
      "- AF: No data found for this date range, symbol may be delisted\n",
      "- AF: No data found for this date range, symbol may be delisted\n",
      "- AFEM: No data found for this date range, symbol may be delisted\n",
      "- AFEM: No data found for this date range, symbol may be delisted\n",
      "- AFEM: No data found for this date range, symbol may be delisted\n",
      "- AFEM: No data found for this date range, symbol may be delisted\n",
      "- AFFM: No data found for this date range, symbol may be delisted\n",
      "- AFFM: No data found for this date range, symbol may be delisted\n",
      "- AFFM: No data found for this date range, symbol may be delisted\n",
      "- AFFW: No data found for this date range, symbol may be delisted\n",
      "- AFFW: No data found for this date range, symbol may be delisted\n",
      "- AFFW: No data found for this date range, symbol may be delisted\n",
      "- AFFW: No data found for this date range, symbol may be delisted\n",
      "- AFFX: No data found for this date range, symbol may be delisted\n",
      "- AFFX: No data found for this date range, symbol may be delisted\n",
      "- AFFX: No data found for this date range, symbol may be delisted\n",
      "- AFFX: No data found for this date range, symbol may be delisted\n",
      "- AFOP: No data found for this date range, symbol may be delisted\n",
      "- AFOP: No data found for this date range, symbol may be delisted\n",
      "- AFOP: No data found for this date range, symbol may be delisted\n",
      "- AFOP: No data found for this date range, symbol may be delisted\n",
      "- AFSN: No data found, symbol may be delisted\n",
      "- AFSN: No data found, symbol may be delisted\n",
      "- AFSN: No data found, symbol may be delisted\n",
      "- AFSN: No data found, symbol may be delisted\n",
      "- AGII: No data found for this date range, symbol may be delisted\n",
      "- AGII: No data found for this date range, symbol may be delisted\n",
      "- AGII: No data found for this date range, symbol may be delisted\n",
      "- AGII: No data found for this date range, symbol may be delisted\n",
      "- AGRC: No data found for this date range, symbol may be delisted\n",
      "- AGRC: No data found for this date range, symbol may be delisted\n",
      "- AGRC: No data found for this date range, symbol may be delisted\n",
      "- AH: Data doesn't exist for startDate = 1411876800, endDate = 1422594000\n",
      "- AH: Data doesn't exist for startDate = 1426996800, endDate = 1437710400\n",
      "- AHII: Data doesn't exist for startDate = 1354338000, endDate = 1365048000\n",
      "- AHP: No data found for this date range, symbol may be delisted\n",
      "- AHP: No data found for this date range, symbol may be delisted\n",
      "- AHP: No data found for this date range, symbol may be delisted\n",
      "- AHRO: No data found for this date range, symbol may be delisted\n",
      "- AHRO: No data found for this date range, symbol may be delisted\n",
      "- AHS: No data found for this date range, symbol may be delisted\n",
      "- AHS: No data found for this date range, symbol may be delisted\n",
      "- AHS: No data found for this date range, symbol may be delisted\n",
      "- AHS: No data found for this date range, symbol may be delisted\n",
      "- AIQ: Data doesn't exist for startDate = 1355288400, endDate = 1365998400\n",
      "- AIQ: Data doesn't exist for startDate = 1386651600, endDate = 1397361600\n",
      "- AIQ: Data doesn't exist for startDate = 1418446800, endDate = 1429156800\n",
      "- AIQ: Data doesn't exist for startDate = 1449550800, endDate = 1460260800\n",
      "- AIRM: No data found for this date range, symbol may be delisted\n",
      "- AIRM: No data found for this date range, symbol may be delisted\n",
      "- AIRM: No data found for this date range, symbol may be delisted\n",
      "- AIRM: No data found for this date range, symbol may be delisted\n",
      "- AIRW: No data found for this date range, symbol may be delisted\n",
      "- AIRW: No data found for this date range, symbol may be delisted\n",
      "- AIRW: No data found for this date range, symbol may be delisted\n",
      "- AIRW: No data found for this date range, symbol may be delisted\n",
      "- AJGI: No data found, symbol may be delisted\n",
      "- AJGI: No data found, symbol may be delisted\n",
      "- AJGI: No data found, symbol may be delisted\n",
      "- AJGI: No data found, symbol may be delisted\n",
      "- AJSB: No data found, symbol may be delisted\n",
      "- AJSB: No data found, symbol may be delisted\n",
      "- AJSB: No data found, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- AKAO: No data found, symbol may be delisted\n",
      "- AKAO: No data found, symbol may be delisted\n",
      "- AKRN: No data found for this date range, symbol may be delisted\n",
      "- ALC: Data doesn't exist for startDate = 1355202000, endDate = 1365912000\n",
      "- ALDR: No data found, symbol may be delisted\n",
      "- ALDR: No data found, symbol may be delisted\n",
      "- ALDW: No data found for this date range, symbol may be delisted\n",
      "- ALDW: No data found for this date range, symbol may be delisted\n",
      "- ALDW: No data found for this date range, symbol may be delisted\n",
      "- ALDW: No data found for this date range, symbol may be delisted\n",
      "- ALFE: Data doesn't exist for startDate = 1356498000, endDate = 1367208000\n",
      "- ALFE: Data doesn't exist for startDate = 1388379600, endDate = 1399089600\n",
      "- ALGI: No data found, symbol may be delisted\n",
      "- ALGI: No data found, symbol may be delisted\n",
      "- ALIM: Data doesn't exist for startDate = 1356411600, endDate = 1367121600\n",
      "- ALIM: Data doesn't exist for startDate = 1386133200, endDate = 1396843200\n",
      "- ALIM: Data doesn't exist for startDate = 1418187600, endDate = 1428897600\n",
      "- ALIM: Data doesn't exist for startDate = 1449982800, endDate = 1460692800\n",
      "- ALJ: No data found for this date range, symbol may be delisted\n",
      "- ALJ: No data found for this date range, symbol may be delisted\n",
      "- ALJ: No data found for this date range, symbol may be delisted\n",
      "- ALJ: No data found for this date range, symbol may be delisted\n",
      "- ALLB: No data found for this date range, symbol may be delisted\n",
      "- ALLB: No data found for this date range, symbol may be delisted\n",
      "- ALLB: No data found for this date range, symbol may be delisted\n",
      "- ALLY: Data doesn't exist for startDate = 1354078800, endDate = 1364788800\n",
      "250 580 91\n",
      "- ALMG: No data found for this date range, symbol may be delisted\n",
      "- ALMG: No data found for this date range, symbol may be delisted\n",
      "- ALN: No data found for this date range, symbol may be delisted\n",
      "- ALN: No data found for this date range, symbol may be delisted\n",
      "- ALN: No data found for this date range, symbol may be delisted\n",
      "- ALN: No data found for this date range, symbol may be delisted\n",
      "- ALPN: Data doesn't exist for startDate = 1356498000, endDate = 1367208000\n",
      "- ALPN: Data doesn't exist for startDate = 1387170000, endDate = 1397880000\n",
      "- ALPN: Data doesn't exist for startDate = 1419656400, endDate = 1430366400\n",
      "- ALPPRN: No data found, symbol may be delisted\n",
      "- ALPPRN: No data found, symbol may be delisted\n",
      "- ALPPRN: No data found, symbol may be delisted\n",
      "- ALPPRN: No data found, symbol may be delisted\n",
      "- ALQA: No data found, symbol may be delisted\n",
      "- ALQA: No data found, symbol may be delisted\n",
      "- ALQA: No data found, symbol may be delisted\n",
      "- ALQA: No data found, symbol may be delisted\n",
      "- ALR: Data doesn't exist for startDate = 1354078800, endDate = 1364788800\n",
      "- ALR: Data doesn't exist for startDate = 1385787600, endDate = 1396497600\n",
      "- ALR: Data doesn't exist for startDate = 1417496400, endDate = 1428206400\n",
      "- ALR: Data doesn't exist for startDate = 1462593600, endDate = 1473307200\n",
      "- ALRX: No data found for this date range, symbol may be delisted\n",
      "- ALSO: No data found for this date range, symbol may be delisted\n",
      "- ALSO: No data found for this date range, symbol may be delisted\n",
      "- ALSO: No data found for this date range, symbol may be delisted\n",
      "- ALTI: No data found for this date range, symbol may be delisted\n",
      "- ALTI: No data found for this date range, symbol may be delisted\n",
      "- ALTR: Data doesn't exist for startDate = 1352869200, endDate = 1363579200\n",
      "- ALTR: Data doesn't exist for startDate = 1384318800, endDate = 1395028800\n",
      "- ALTR: Data doesn't exist for startDate = 1415768400, endDate = 1426478400\n",
      "- ALTV: No data found for this date range, symbol may be delisted\n",
      "- ALTV: No data found for this date range, symbol may be delisted\n",
      "- ALTV: No data found for this date range, symbol may be delisted\n",
      "- ALXA: No data found for this date range, symbol may be delisted\n",
      "- ALXA: No data found for this date range, symbol may be delisted\n",
      "- ALXA: No data found for this date range, symbol may be delisted\n",
      "- ALXA: No data found for this date range, symbol may be delisted\n",
      "- AM: Data doesn't exist for startDate = 1360040400, endDate = 1370750400\n",
      "- AM: Data doesn't exist for startDate = 1393650000, endDate = 1404360000\n",
      "- AM: Data doesn't exist for startDate = 1423630800, endDate = 1434340800\n",
      "- AM: Data doesn't exist for startDate = 1456203600, endDate = 1466913600\n",
      "- AMAS: No data found for this date range, symbol may be delisted\n",
      "- AMAS: No data found for this date range, symbol may be delisted\n",
      "- AMAS: No data found for this date range, symbol may be delisted\n",
      "- AMB: No data found for this date range, symbol may be delisted\n",
      "- AMB: No data found for this date range, symbol may be delisted\n",
      "- AMB: No data found for this date range, symbol may be delisted\n",
      "- AMB: No data found for this date range, symbol may be delisted\n",
      "- AMBI: Data doesn't exist for startDate = 1387256400, endDate = 1397966400\n",
      "- AMBR: No data found, symbol may be delisted\n",
      "- AMBR: No data found, symbol may be delisted\n",
      "- AMBT: No data found for this date range, symbol may be delisted\n",
      "- AMBT: No data found for this date range, symbol may be delisted\n",
      "- AMCC: No data found for this date range, symbol may be delisted\n",
      "- AMCC: No data found for this date range, symbol may be delisted\n",
      "- AMCC: No data found for this date range, symbol may be delisted\n",
      "- AMCC: No data found for this date range, symbol may be delisted\n",
      "- AMCM: No data found for this date range, symbol may be delisted\n",
      "- AMCM: No data found for this date range, symbol may be delisted\n",
      "- AMCM: No data found for this date range, symbol may be delisted\n",
      "- AMCM: No data found for this date range, symbol may be delisted\n",
      "- AMDA: No data found for this date range, symbol may be delisted\n",
      "- AMDA: No data found for this date range, symbol may be delisted\n",
      "- AMDA: No data found for this date range, symbol may be delisted\n",
      "- AMFE: No data found, symbol may be delisted\n",
      "- AMGTI: No data found, symbol may be delisted\n",
      "- AMGTI: No data found, symbol may be delisted\n",
      "- AMGTI: No data found, symbol may be delisted\n",
      "- AMGTI: No data found, symbol may be delisted\n",
      "- AMGTI: No data found, symbol may be delisted\n",
      "- AMIC: No data found for this date range, symbol may be delisted\n",
      "- AMIC: No data found for this date range, symbol may be delisted\n",
      "- AMIC: No data found for this date range, symbol may be delisted\n",
      "- AMIC: No data found for this date range, symbol may be delisted\n",
      "- AMID: No data found, symbol may be delisted\n",
      "- AMID: No data found, symbol may be delisted\n",
      "- AMID: No data found, symbol may be delisted\n",
      "- AMID: No data found, symbol may be delisted\n",
      "- AMPD: No data found for this date range, symbol may be delisted\n",
      "- AMPD: No data found for this date range, symbol may be delisted\n",
      "- AMPD: No data found for this date range, symbol may be delisted\n",
      "- AMPD: No data found for this date range, symbol may be delisted\n",
      "- AMRI: No data found for this date range, symbol may be delisted\n",
      "- AMRI: No data found for this date range, symbol may be delisted\n",
      "- AMRI: No data found for this date range, symbol may be delisted\n",
      "- AMRI: No data found for this date range, symbol may be delisted\n",
      "- AMRZ: No data found, symbol may be delisted\n",
      "- AMRZ: No data found, symbol may be delisted\n",
      "- AMSG: No data found for this date range, symbol may be delisted\n",
      "- AMSG: No data found for this date range, symbol may be delisted\n",
      "- AMSG: No data found for this date range, symbol may be delisted\n",
      "- AMSG: No data found for this date range, symbol may be delisted\n",
      "- AMSV: No data found, symbol may be delisted\n",
      "- AMTG: No data found for this date range, symbol may be delisted\n",
      "- AMTG: No data found for this date range, symbol may be delisted\n",
      "- AMTG: No data found for this date range, symbol may be delisted\n",
      "- AMTG: No data found for this date range, symbol may be delisted\n",
      "- AMZG: No data found for this date range, symbol may be delisted\n",
      "- AMZG: No data found for this date range, symbol may be delisted\n",
      "- AMZG: No data found for this date range, symbol may be delisted\n",
      "- AMZZ: No data found for this date range, symbol may be delisted\n",
      "- AMZZ: No data found for this date range, symbol may be delisted\n",
      "- AMZZ: No data found for this date range, symbol may be delisted\n",
      "- ANAC: No data found for this date range, symbol may be delisted\n",
      "- ANAC: No data found for this date range, symbol may be delisted\n",
      "- ANAC: No data found for this date range, symbol may be delisted\n",
      "- ANAC: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- ANAD: No data found for this date range, symbol may be delisted\n",
      "- ANAD: No data found for this date range, symbol may be delisted\n",
      "- ANAD: No data found for this date range, symbol may be delisted\n",
      "- ANAD: No data found for this date range, symbol may be delisted\n",
      "- ANCI: No data found for this date range, symbol may be delisted\n",
      "- ANCI: No data found for this date range, symbol may be delisted\n",
      "- ANCI: No data found for this date range, symbol may be delisted\n",
      "- ANCI: No data found for this date range, symbol may be delisted\n",
      "- ANCV: No data found, symbol may be delisted\n",
      "- ANCV: No data found, symbol may be delisted\n",
      "- ANCV: No data found, symbol may be delisted\n",
      "- ANCV: No data found, symbol may be delisted\n",
      "- ANGN: No data found for this date range, symbol may be delisted\n",
      "- ANGN: No data found for this date range, symbol may be delisted\n",
      "- ANGN: No data found for this date range, symbol may be delisted\n",
      "- ANGN: No data found for this date range, symbol may be delisted\n",
      "- ANLT: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- ANLT: Data doesn't exist for startDate = 1389070800, endDate = 1399780800\n",
      "- ANLT: Data doesn't exist for startDate = 1419742800, endDate = 1430452800\n",
      "- ANN: No data found for this date range, symbol may be delisted\n",
      "- ANN: No data found for this date range, symbol may be delisted\n",
      "- ANN: No data found for this date range, symbol may be delisted\n",
      "- ANPI: No data found for this date range, symbol may be delisted\n",
      "- ANPZ: No data found for this date range, symbol may be delisted\n",
      "- ANPZ: No data found for this date range, symbol may be delisted\n",
      "- ANPZ: No data found for this date range, symbol may be delisted\n",
      "- ANPZ: No data found for this date range, symbol may be delisted\n",
      "- ANSR: No data found for this date range, symbol may be delisted\n",
      "- ANSR: No data found for this date range, symbol may be delisted\n",
      "- ANSR: No data found for this date range, symbol may be delisted\n",
      "- ANSR: No data found for this date range, symbol may be delisted\n",
      "- ANTL: Data doesn't exist for startDate = 1355115600, endDate = 1365825600\n",
      "- ANTL: Data doesn't exist for startDate = 1385269200, endDate = 1395979200\n",
      "- ANTL: Data doesn't exist for startDate = 1421038800, endDate = 1431748800\n",
      "- ANTL: Data doesn't exist for startDate = 1455339600, endDate = 1466049600\n",
      "- ANVS: Data doesn't exist for startDate = 1356411600, endDate = 1367121600\n",
      "- ANX: No data found for this date range, symbol may be delisted\n",
      "- ANX: No data found for this date range, symbol may be delisted\n",
      "- ANX: No data found for this date range, symbol may be delisted\n",
      "- ANX: No data found for this date range, symbol may be delisted\n",
      "- AOB: No data found for this date range, symbol may be delisted\n",
      "- AOB: No data found for this date range, symbol may be delisted\n",
      "- AOGS: No data found, symbol may be delisted\n",
      "- AOGS: No data found, symbol may be delisted\n",
      "- AOGS: No data found, symbol may be delisted\n",
      "- AOI: No data found for this date range, symbol may be delisted\n",
      "- AOI: No data found for this date range, symbol may be delisted\n",
      "- AOI: No data found for this date range, symbol may be delisted\n",
      "- AOI: No data found for this date range, symbol may be delisted\n",
      "- AOIL: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- AOIL: Data doesn't exist for startDate = 1419742800, endDate = 1430452800\n",
      "- AOIX: No data found, symbol may be delisted\n",
      "- AOIX: No data found, symbol may be delisted\n",
      "- AOIX: No data found, symbol may be delisted\n",
      "- AOL: No data found for this date range, symbol may be delisted\n",
      "- AOL: No data found for this date range, symbol may be delisted\n",
      "- AOL: No data found for this date range, symbol may be delisted\n",
      "- APAG: No data found, symbol may be delisted\n",
      "- APAG: No data found, symbol may be delisted\n",
      "- APC: No data found, symbol may be delisted\n",
      "- APC: No data found, symbol may be delisted\n",
      "- APC: No data found, symbol may be delisted\n",
      "- APC: No data found, symbol may be delisted\n",
      "- APHY: No data found, symbol may be delisted\n",
      "- APHY: No data found, symbol may be delisted\n",
      "- API: Data doesn't exist for startDate = 1364616000, endDate = 1375329600\n",
      "- API: Data doesn't exist for startDate = 1396065600, endDate = 1406779200\n",
      "- APL: Data doesn't exist for startDate = 1353992400, endDate = 1364702400\n",
      "- APL: Data doesn't exist for startDate = 1384837200, endDate = 1395547200\n",
      "- APL: Data doesn't exist for startDate = 1416978000, endDate = 1427688000\n",
      "- APLE: Data doesn't exist for startDate = 1354597200, endDate = 1365307200\n",
      "- APLE: Data doesn't exist for startDate = 1386478800, endDate = 1397188800\n",
      "- APLE: Data doesn't exist for startDate = 1417582800, endDate = 1428292800\n",
      "- APLL: No data found for this date range, symbol may be delisted\n",
      "- APLL: No data found for this date range, symbol may be delisted\n",
      "- APLL: No data found for this date range, symbol may be delisted\n",
      "- APLL: No data found for this date range, symbol may be delisted\n",
      "- APNB: No data found for this date range, symbol may be delisted\n",
      "- APNB: No data found for this date range, symbol may be delisted\n",
      "- APNB: No data found for this date range, symbol may be delisted\n",
      "- APNB: No data found for this date range, symbol may be delisted\n",
      "- APOL: No data found for this date range, symbol may be delisted\n",
      "- APOL: No data found for this date range, symbol may be delisted\n",
      "- APOL: No data found for this date range, symbol may be delisted\n",
      "- APOL: No data found for this date range, symbol may be delisted\n",
      "- APP: Data doesn't exist for startDate = 1354424400, endDate = 1365134400\n",
      "- APP: Data doesn't exist for startDate = 1388293200, endDate = 1399003200\n",
      "- APPA: No data found for this date range, symbol may be delisted\n",
      "- APPA: No data found for this date range, symbol may be delisted\n",
      "- APPA: No data found for this date range, symbol may be delisted\n",
      "- APPA: No data found for this date range, symbol may be delisted\n",
      "- APU: No data found, symbol may be delisted\n",
      "- APU: No data found, symbol may be delisted\n",
      "- APU: No data found, symbol may be delisted\n",
      "- APU: No data found, symbol may be delisted\n",
      "- AQNM: No data found for this date range, symbol may be delisted\n",
      "- AQQ: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- AQQ: Data doesn't exist for startDate = 1406692800, endDate = 1417410000\n",
      "- AQUM: No data found for this date range, symbol may be delisted\n",
      "- AQXP: No data found, symbol may be delisted\n",
      "- AQXP: No data found, symbol may be delisted\n",
      "- ARB: Data doesn't exist for startDate = 1353733200, endDate = 1364443200\n",
      "- ARBE: No data found for this date range, symbol may be delisted\n",
      "- ARBE: No data found for this date range, symbol may be delisted\n",
      "- ARBE: No data found for this date range, symbol may be delisted\n",
      "- ARBE: No data found for this date range, symbol may be delisted\n",
      "- ARCI: No data found, symbol may be delisted\n",
      "- ARCI: No data found, symbol may be delisted\n",
      "- ARCI: No data found, symbol may be delisted\n",
      "- ARCI: No data found, symbol may be delisted\n",
      "- ARCP: No data found for this date range, symbol may be delisted\n",
      "- ARCP: No data found for this date range, symbol may be delisted\n",
      "- ARCP: No data found for this date range, symbol may be delisted\n",
      "- ARCP: No data found for this date range, symbol may be delisted\n",
      "- ARCX: No data found for this date range, symbol may be delisted\n",
      "- ARCX: No data found for this date range, symbol may be delisted\n",
      "- ARCX: No data found for this date range, symbol may be delisted\n",
      "- ARDM: No data found, symbol may be delisted\n",
      "- ARDM: No data found, symbol may be delisted\n",
      "- ARDM: No data found, symbol may be delisted\n",
      "- ARDM: No data found, symbol may be delisted\n",
      "- AREX: No data found, symbol may be delisted\n",
      "- AREX: No data found, symbol may be delisted\n",
      "- AREX: No data found, symbol may be delisted\n",
      "- AREX: No data found, symbol may be delisted\n",
      "- ARG: Data doesn't exist for startDate = 1361163600, endDate = 1371873600\n",
      "- ARG: Data doesn't exist for startDate = 1393304400, endDate = 1404014400\n",
      "- ARG: Data doesn't exist for startDate = 1424667600, endDate = 1435377600\n",
      "- ARG: Data doesn't exist for startDate = 1454821200, endDate = 1465531200\n",
      "- ARGN: No data found for this date range, symbol may be delisted\n",
      "- ARGN: No data found for this date range, symbol may be delisted\n",
      "- ARGN: No data found for this date range, symbol may be delisted\n",
      "- ARGN: No data found for this date range, symbol may be delisted\n",
      "- ARGS: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- ARGS: No data found for this date range, symbol may be delisted\n",
      "- ARGS: No data found for this date range, symbol may be delisted\n",
      "- ARIA: No data found for this date range, symbol may be delisted\n",
      "- ARIA: No data found for this date range, symbol may be delisted\n",
      "- ARIA: No data found for this date range, symbol may be delisted\n",
      "- ARIA: No data found for this date range, symbol may be delisted\n",
      "- ARIS: No data found for this date range, symbol may be delisted\n",
      "- ARIS: No data found for this date range, symbol may be delisted\n",
      "- ARIS: No data found for this date range, symbol may be delisted\n",
      "- ARIS: No data found for this date range, symbol may be delisted\n",
      "- ARLZ: No data found for this date range, symbol may be delisted\n",
      "- ARMX: No data found, symbol may be delisted\n",
      "- ARO: No data found for this date range, symbol may be delisted\n",
      "- ARO: No data found for this date range, symbol may be delisted\n",
      "- ARO: No data found for this date range, symbol may be delisted\n",
      "- ARO: No data found for this date range, symbol may be delisted\n",
      "- ARP: No data found for this date range, symbol may be delisted\n",
      "- ARP: No data found for this date range, symbol may be delisted\n",
      "- ARP: No data found for this date range, symbol may be delisted\n",
      "- ARP: No data found for this date range, symbol may be delisted\n",
      "- ARPI: No data found for this date range, symbol may be delisted\n",
      "- ARPI: No data found for this date range, symbol may be delisted\n",
      "- ARRY: No data found, symbol may be delisted\n",
      "- ARRY: No data found, symbol may be delisted\n",
      "- ARRY: No data found, symbol may be delisted\n",
      "- ARRY: No data found, symbol may be delisted\n",
      "- ARSD: No data found for this date range, symbol may be delisted\n",
      "- ARSD: No data found for this date range, symbol may be delisted\n",
      "- ARSD: No data found for this date range, symbol may be delisted\n",
      "- ARSD: No data found for this date range, symbol may be delisted\n",
      "- ARUN: No data found for this date range, symbol may be delisted\n",
      "- ARUN: No data found for this date range, symbol may be delisted\n",
      "- ARVT: No data found for this date range, symbol may be delisted\n",
      "- ARVT: No data found for this date range, symbol may be delisted\n",
      "- ARVT: No data found for this date range, symbol may be delisted\n",
      "- ARVT: No data found for this date range, symbol may be delisted\n",
      "- ARWA: No data found for this date range, symbol may be delisted\n",
      "- ARX: No data found for this date range, symbol may be delisted\n",
      "- ARXG: No data found, symbol may be delisted\n",
      "- ARXG: No data found, symbol may be delisted\n",
      "- ASBB: No data found for this date range, symbol may be delisted\n",
      "- ASBB: No data found for this date range, symbol may be delisted\n",
      "- ASBB: No data found for this date range, symbol may be delisted\n",
      "- ASBB: No data found for this date range, symbol may be delisted\n",
      "- ASBC: No data found for this date range, symbol may be delisted\n",
      "- ASBC: No data found for this date range, symbol may be delisted\n",
      "- ASBC: No data found for this date range, symbol may be delisted\n",
      "- ASBC: No data found for this date range, symbol may be delisted\n",
      "- ASBI: No data found for this date range, symbol may be delisted\n",
      "- ASBI: No data found for this date range, symbol may be delisted\n",
      "- ASBI: No data found for this date range, symbol may be delisted\n",
      "- ASCMA: No data found, symbol may be delisted\n",
      "- ASCMA: No data found, symbol may be delisted\n",
      "- ASCMA: No data found, symbol may be delisted\n",
      "- ASCMA: No data found, symbol may be delisted\n",
      "- ASDI: No data found, symbol may be delisted\n",
      "- ASDI: No data found, symbol may be delisted\n",
      "- ASDI: No data found, symbol may be delisted\n",
      "- ASDI: No data found, symbol may be delisted\n",
      "- ASEI: No data found for this date range, symbol may be delisted\n",
      "- ASEI: No data found for this date range, symbol may be delisted\n",
      "- ASEI: No data found for this date range, symbol may be delisted\n",
      "- ASEI: No data found for this date range, symbol may be delisted\n",
      "- ASEN: No data found for this date range, symbol may be delisted\n",
      "- ASHN: No data found, symbol may be delisted\n",
      "- ASHN: No data found, symbol may be delisted\n",
      "- ASHN: No data found, symbol may be delisted\n",
      "- ASHN: No data found, symbol may be delisted\n",
      "- ASI: No data found for this date range, symbol may be delisted\n",
      "- ASIA: No data found for this date range, symbol may be delisted\n",
      "- ASIQ: No data found for this date range, symbol may be delisted\n",
      "- ASIQ: No data found for this date range, symbol may be delisted\n",
      "- ASIQ: No data found for this date range, symbol may be delisted\n",
      "- ASIQ: No data found for this date range, symbol may be delisted\n",
      "- ASIT: No data found for this date range, symbol may be delisted\n",
      "- ASKH: Data doesn't exist for startDate = 1356238800, endDate = 1366948800\n",
      "- ASPE: No data found for this date range, symbol may be delisted\n",
      "- ASPE: No data found for this date range, symbol may be delisted\n",
      "- ASPE: No data found for this date range, symbol may be delisted\n",
      "- ASPN: Data doesn't exist for startDate = 1356411600, endDate = 1367121600\n",
      "- ASPN: Data doesn't exist for startDate = 1387256400, endDate = 1397966400\n",
      "- ASPX: No data found for this date range, symbol may be delisted\n",
      "- ASPX: No data found for this date range, symbol may be delisted\n",
      "500 1091 199\n",
      "- ASTM: No data found for this date range, symbol may be delisted\n",
      "- ASTM: No data found for this date range, symbol may be delisted\n",
      "- ASTM: No data found for this date range, symbol may be delisted\n",
      "- ASTM: No data found for this date range, symbol may be delisted\n",
      "- ASTV: Data doesn't exist for startDate = 1364356800, endDate = 1375070400\n",
      "- ASTV: Data doesn't exist for startDate = 1395115200, endDate = 1405828800\n",
      "- ASUV: No data found, symbol may be delisted\n",
      "- ASXHTW: No data found, symbol may be delisted\n",
      "- ASXHTW: No data found, symbol may be delisted\n",
      "- ASXHTW: No data found, symbol may be delisted\n",
      "- ASXHTW: No data found, symbol may be delisted\n",
      "- ATAXZ: No data found for this date range, symbol may be delisted\n",
      "- ATAXZ: No data found for this date range, symbol may be delisted\n",
      "- ATAXZ: No data found for this date range, symbol may be delisted\n",
      "- ATAXZ: No data found for this date range, symbol may be delisted\n",
      "- ATEA: No data found, symbol may be delisted\n",
      "- ATEA: No data found, symbol may be delisted\n",
      "- ATEA: No data found, symbol may be delisted\n",
      "- ATEA: No data found, symbol may be delisted\n",
      "- ATER: No data found for this date range, symbol may be delisted\n",
      "- ATER: No data found for this date range, symbol may be delisted\n",
      "- ATER: No data found for this date range, symbol may be delisted\n",
      "- ATER: No data found for this date range, symbol may be delisted\n",
      "- ATHL: No data found for this date range, symbol may be delisted\n",
      "- ATHN: Data doesn't exist for startDate = 1352523600, endDate = 1363233600\n",
      "- ATHN: Data doesn't exist for startDate = 1383714000, endDate = 1394424000\n",
      "- ATHN: Data doesn't exist for startDate = 1415422800, endDate = 1426132800\n",
      "- ATHN: Data doesn't exist for startDate = 1446526800, endDate = 1457240400\n",
      "- ATK: No data found for this date range, symbol may be delisted\n",
      "- ATK: No data found for this date range, symbol may be delisted\n",
      "- ATK: No data found for this date range, symbol may be delisted\n",
      "- ATLS: Data doesn't exist for startDate = 1354078800, endDate = 1364788800\n",
      "- ATLS: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- ATLS: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- ATLS: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- ATLS: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- ATLS: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- ATLS: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- ATLS: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- ATLS: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- ATLS: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- ATLS: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- ATLS: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- ATLS: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- ATLS: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- ATLS: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- ATLS: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- ATLS: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- ATLS: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- ATLS: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- ATLS: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- ATLS: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- ATLS: Data doesn't exist for startDate = 1385787600, endDate = 1396497600\n",
      "- ATLS: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- ATLS: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- ATLS: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- ATLS: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- ATLS: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- ATLS: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- ATLS: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- ATLS: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- ATML: No data found for this date range, symbol may be delisted\n",
      "- ATML: No data found for this date range, symbol may be delisted\n",
      "- ATML: No data found for this date range, symbol may be delisted\n",
      "- ATML: No data found for this date range, symbol may be delisted\n",
      "- ATOC: No data found for this date range, symbol may be delisted\n",
      "- ATOC: No data found for this date range, symbol may be delisted\n",
      "- ATOC: No data found for this date range, symbol may be delisted\n",
      "- ATOC: No data found for this date range, symbol may be delisted\n",
      "- ATRM: No data found, symbol may be delisted\n",
      "- ATRM: No data found, symbol may be delisted\n",
      "- ATRM: No data found, symbol may be delisted\n",
      "- ATRM: No data found, symbol may be delisted\n",
      "- ATSX: No data found for this date range, symbol may be delisted\n",
      "- ATSX: No data found for this date range, symbol may be delisted\n",
      "- ATSX: No data found for this date range, symbol may be delisted\n",
      "- ATSX: No data found for this date range, symbol may be delisted\n",
      "- ATU: No data found, symbol may be delisted\n",
      "- ATU: No data found, symbol may be delisted\n",
      "- ATU: No data found, symbol may be delisted\n",
      "- ATU: No data found, symbol may be delisted\n",
      "- ATVG: No data found, symbol may be delisted\n",
      "- AUAG: Data doesn't exist for startDate = 1358053200, endDate = 1368763200\n",
      "- AUAG: Data doesn't exist for startDate = 1418533200, endDate = 1429243200\n",
      "- AUGME: No data found, symbol may be delisted\n",
      "- AUGME: No data found, symbol may be delisted\n",
      "- AUMA: No data found for this date range, symbol may be delisted\n",
      "- AUMA: No data found for this date range, symbol may be delisted\n",
      "- AUXL: No data found for this date range, symbol may be delisted\n",
      "- AUXL: No data found for this date range, symbol may be delisted\n",
      "- AUXO: No data found for this date range, symbol may be delisted\n",
      "- AUXO: No data found for this date range, symbol may be delisted\n",
      "- AUXO: No data found for this date range, symbol may be delisted\n",
      "- AUXO: No data found for this date range, symbol may be delisted\n",
      "- AV: No data found for this date range, symbol may be delisted\n",
      "- AV: No data found for this date range, symbol may be delisted\n",
      "- AV: No data found for this date range, symbol may be delisted\n",
      "- AVCA: No data found for this date range, symbol may be delisted\n",
      "- AVCA: No data found for this date range, symbol may be delisted\n",
      "- AVCA: No data found for this date range, symbol may be delisted\n",
      "- AVCA: No data found for this date range, symbol may be delisted\n",
      "- AVIV: Data doesn't exist for startDate = 1353819600, endDate = 1364529600\n",
      "- AVIV: Data doesn't exist for startDate = 1384837200, endDate = 1395547200\n",
      "- AVIV: Data doesn't exist for startDate = 1416891600, endDate = 1427601600\n",
      "- AVNR: No data found for this date range, symbol may be delisted\n",
      "- AVNR: No data found for this date range, symbol may be delisted\n",
      "- AVNT: No data found for this date range, symbol may be delisted\n",
      "- AVNT: No data found for this date range, symbol may be delisted\n",
      "- AVNT: No data found for this date range, symbol may be delisted\n",
      "- AVNT: No data found for this date range, symbol may be delisted\n",
      "- AVSO: No data found for this date range, symbol may be delisted\n",
      "- AVSO: No data found for this date range, symbol may be delisted\n",
      "- AVSO: No data found for this date range, symbol may be delisted\n",
      "- AVTC: No data found for this date range, symbol may be delisted\n",
      "- AVTC: No data found for this date range, symbol may be delisted\n",
      "- AVTD: No data found, symbol may be delisted\n",
      "- AVTD: No data found, symbol may be delisted\n",
      "- AVTD: No data found, symbol may be delisted\n",
      "- AVTD: No data found, symbol may be delisted\n",
      "- AVUG: No data found, symbol may be delisted\n",
      "- AVUG: No data found, symbol may be delisted\n",
      "- AVUG: No data found, symbol may be delisted\n",
      "- AWAY: Data doesn't exist for startDate = 1353906000, endDate = 1364616000\n",
      "- AWAY: Data doesn't exist for startDate = 1385355600, endDate = 1396065600\n",
      "- AWAY: Data doesn't exist for startDate = 1416805200, endDate = 1427515200\n",
      "- AWH: No data found for this date range, symbol may be delisted\n",
      "- AWH: No data found for this date range, symbol may be delisted\n",
      "- AWH: No data found for this date range, symbol may be delisted\n",
      "- AWH: No data found for this date range, symbol may be delisted\n",
      "- AWLD: No data found for this date range, symbol may be delisted\n",
      "- AWLD: No data found for this date range, symbol may be delisted\n",
      "- AWLD: No data found for this date range, symbol may be delisted\n",
      "- AWLD: No data found for this date range, symbol may be delisted\n",
      "- AXIM: Data doesn't exist for startDate = 1357966800, endDate = 1368676800\n",
      "- AXIM: Data doesn't exist for startDate = 1385874000, endDate = 1396584000\n",
      "- AXIO: No data found, symbol may be delisted\n",
      "- AXIO: No data found, symbol may be delisted\n",
      "- AXLL: No data found for this date range, symbol may be delisted\n",
      "- AXLL: No data found for this date range, symbol may be delisted\n",
      "- AXLL: No data found for this date range, symbol may be delisted\n",
      "- AXLL: No data found for this date range, symbol may be delisted\n",
      "- AXON: Data doesn't exist for startDate = 1457154000, endDate = 1467864000\n",
      "- AXPW: No data found for this date range, symbol may be delisted\n",
      "- AXPW: No data found for this date range, symbol may be delisted\n",
      "- AXPW: No data found for this date range, symbol may be delisted\n",
      "- AXPW: No data found for this date range, symbol may be delisted\n",
      "- AXST: No data found for this date range, symbol may be delisted\n",
      "- AZMNE: No data found, symbol may be delisted\n",
      "- AZMNE: No data found, symbol may be delisted\n",
      "- AZTAU: No data found, symbol may be delisted\n",
      "- BABY: No data found, symbol may be delisted\n",
      "- BABY: No data found, symbol may be delisted\n",
      "- BABY: No data found, symbol may be delisted\n",
      "- BABY: No data found, symbol may be delisted\n",
      "- BAGL: No data found for this date range, symbol may be delisted\n",
      "- BAGL: No data found for this date range, symbol may be delisted\n",
      "- BALT: No data found for this date range, symbol may be delisted\n",
      "- BALT: No data found for this date range, symbol may be delisted\n",
      "- BALT: No data found for this date range, symbol may be delisted\n",
      "- BAMM: No data found for this date range, symbol may be delisted\n",
      "- BAMM: No data found for this date range, symbol may be delisted\n",
      "- BAMM: No data found for this date range, symbol may be delisted\n",
      "- BARA: No data found for this date range, symbol may be delisted\n",
      "- BARA: No data found for this date range, symbol may be delisted\n",
      "- BARA: No data found for this date range, symbol may be delisted\n",
      "- BARA: No data found for this date range, symbol may be delisted\n",
      "- BARZ: No data found, symbol may be delisted\n",
      "- BARZ: No data found, symbol may be delisted\n",
      "- BARZ: No data found, symbol may be delisted\n",
      "- BARZ: No data found, symbol may be delisted\n",
      "- BAS: No data found, symbol may be delisted\n",
      "- BAS: No data found, symbol may be delisted\n",
      "- BAS: No data found, symbol may be delisted\n",
      "- BAS: No data found, symbol may be delisted\n",
      "- BAXS: Data doesn't exist for startDate = 1354597200, endDate = 1365307200\n",
      "- BAXS: Data doesn't exist for startDate = 1386478800, endDate = 1397188800\n",
      "- BBCN: No data found for this date range, symbol may be delisted\n",
      "- BBCN: No data found for this date range, symbol may be delisted\n",
      "- BBCN: No data found for this date range, symbol may be delisted\n",
      "- BBCN: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- BBCZ: Data doesn't exist for startDate = 1358053200, endDate = 1368763200\n",
      "- BBDS: No data found, symbol may be delisted\n",
      "- BBEP: No data found for this date range, symbol may be delisted\n",
      "- BBEP: No data found for this date range, symbol may be delisted\n",
      "- BBEP: No data found for this date range, symbol may be delisted\n",
      "- BBEP: No data found for this date range, symbol may be delisted\n",
      "- BBG: No data found for this date range, symbol may be delisted\n",
      "- BBG: No data found for this date range, symbol may be delisted\n",
      "- BBG: No data found for this date range, symbol may be delisted\n",
      "- BBG: No data found for this date range, symbol may be delisted\n",
      "- BBGR: No data found for this date range, symbol may be delisted\n",
      "- BBGR: No data found for this date range, symbol may be delisted\n",
      "- BBLF: No data found, symbol may be delisted\n",
      "- BBLF: No data found, symbol may be delisted\n",
      "- BBLF: No data found, symbol may be delisted\n",
      "- BBLF: No data found, symbol may be delisted\n",
      "- BBLU: No data found for this date range, symbol may be delisted\n",
      "- BBLU: No data found for this date range, symbol may be delisted\n",
      "- BBLU: No data found for this date range, symbol may be delisted\n",
      "- BBNK: No data found for this date range, symbol may be delisted\n",
      "- BBNK: No data found for this date range, symbol may be delisted\n",
      "- BBNK: No data found for this date range, symbol may be delisted\n",
      "- BBT: No data found, symbol may be delisted\n",
      "- BBT: No data found, symbol may be delisted\n",
      "- BBT: No data found, symbol may be delisted\n",
      "- BBT: No data found, symbol may be delisted\n",
      "- BCAR: No data found for this date range, symbol may be delisted\n",
      "- BCAR: No data found for this date range, symbol may be delisted\n",
      "- BCAR: No data found for this date range, symbol may be delisted\n",
      "- BCF: Data doesn't exist for startDate = 1358917200, endDate = 1369627200\n",
      "- BCF: Data doesn't exist for startDate = 1390194000, endDate = 1400904000\n",
      "- BCKE: No data found for this date range, symbol may be delisted\n",
      "- BCKE: No data found for this date range, symbol may be delisted\n",
      "- BCKE: No data found for this date range, symbol may be delisted\n",
      "- BCKE: No data found for this date range, symbol may be delisted\n",
      "- BCLX: No data found, symbol may be delisted\n",
      "- BCLX: No data found, symbol may be delisted\n",
      "- BCLX: No data found, symbol may be delisted\n",
      "- BCR: No data found for this date range, symbol may be delisted\n",
      "- BCR: No data found for this date range, symbol may be delisted\n",
      "- BCR: No data found for this date range, symbol may be delisted\n",
      "- BCR: No data found for this date range, symbol may be delisted\n",
      "- BCST: No data found for this date range, symbol may be delisted\n",
      "- BCST: No data found for this date range, symbol may be delisted\n",
      "- BDBD: No data found for this date range, symbol may be delisted\n",
      "- BDBD: No data found for this date range, symbol may be delisted\n",
      "- BDBD: No data found for this date range, symbol may be delisted\n",
      "- BDCG: Data doesn't exist for startDate = 1356325200, endDate = 1367035200\n",
      "- BDCG: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- BDCN: No data found, symbol may be delisted\n",
      "- BDCN: No data found, symbol may be delisted\n",
      "- BDCN: No data found, symbol may be delisted\n",
      "- BDCN: No data found, symbol may be delisted\n",
      "- BDVM: No data found for this date range, symbol may be delisted\n",
      "- BDVM: No data found for this date range, symbol may be delisted\n",
      "- BEAC: No data found for this date range, symbol may be delisted\n",
      "- BEAM: Data doesn't exist for startDate = 1353819600, endDate = 1364529600\n",
      "- BEAM: Data doesn't exist for startDate = 1384664400, endDate = 1395374400\n",
      "- BEAV: No data found for this date range, symbol may be delisted\n",
      "- BEAV: No data found for this date range, symbol may be delisted\n",
      "- BEAV: No data found for this date range, symbol may be delisted\n",
      "- BEAV: No data found for this date range, symbol may be delisted\n",
      "- BEE: Data doesn't exist for startDate = 1353992400, endDate = 1364702400\n",
      "- BEE: Data doesn't exist for startDate = 1385442000, endDate = 1396152000\n",
      "- BEE: Data doesn't exist for startDate = 1416718800, endDate = 1427428800\n",
      "- BEL: No data found, symbol may be delisted\n",
      "- BEL: No data found, symbol may be delisted\n",
      "- BEL: No data found, symbol may be delisted\n",
      "- BEL: No data found, symbol may be delisted\n",
      "- BERX: No data found, symbol may be delisted\n",
      "- BETR: No data found for this date range, symbol may be delisted\n",
      "- BEVI: No data found for this date range, symbol may be delisted\n",
      "- BEVI: No data found for this date range, symbol may be delisted\n",
      "- BEVI: No data found for this date range, symbol may be delisted\n",
      "- BFB: No data found for this date range, symbol may be delisted\n",
      "- BFB: No data found for this date range, symbol may be delisted\n",
      "- BFB: No data found for this date range, symbol may be delisted\n",
      "- BFB: No data found for this date range, symbol may be delisted\n",
      "- BFCF: No data found for this date range, symbol may be delisted\n",
      "- BFCF: No data found for this date range, symbol may be delisted\n",
      "- BFCF: No data found for this date range, symbol may be delisted\n",
      "- BFCF: No data found for this date range, symbol may be delisted\n",
      "- BFSO: No data found, symbol may be delisted\n",
      "- BFSO: No data found, symbol may be delisted\n",
      "- BFSO: No data found, symbol may be delisted\n",
      "- BFSO: No data found, symbol may be delisted\n",
      "- BGAT: No data found for this date range, symbol may be delisted\n",
      "- BGAT: No data found for this date range, symbol may be delisted\n",
      "- BGAT: No data found for this date range, symbol may be delisted\n",
      "- BGAT: No data found for this date range, symbol may be delisted\n",
      "- BGF: No data found for this date range, symbol may be delisted\n",
      "- BGF: No data found for this date range, symbol may be delisted\n",
      "- BGF: No data found for this date range, symbol may be delisted\n",
      "- BGF: No data found for this date range, symbol may be delisted\n",
      "- BGHM: No data found for this date range, symbol may be delisted\n",
      "- BGHM: No data found for this date range, symbol may be delisted\n",
      "- BGHM: No data found for this date range, symbol may be delisted\n",
      "- BGHM: No data found for this date range, symbol may be delisted\n",
      "- BGSI: No data found for this date range, symbol may be delisted\n",
      "- BGSI: No data found for this date range, symbol may be delisted\n",
      "- BGSI: No data found for this date range, symbol may be delisted\n",
      "- BGSI: No data found for this date range, symbol may be delisted\n",
      "- BHAC: No data found, symbol may be delisted\n",
      "- BHAC: No data found, symbol may be delisted\n",
      "- BHI: Data doesn't exist for startDate = 1352696400, endDate = 1363406400\n",
      "- BHI: Data doesn't exist for startDate = 1384146000, endDate = 1394856000\n",
      "- BHI: Data doesn't exist for startDate = 1416891600, endDate = 1427601600\n",
      "- BHI: Data doesn't exist for startDate = 1447650000, endDate = 1458360000\n",
      "- BHIP: No data found for this date range, symbol may be delisted\n",
      "- BHIP: No data found for this date range, symbol may be delisted\n",
      "- BHIP: No data found for this date range, symbol may be delisted\n",
      "- BHIP: No data found for this date range, symbol may be delisted\n",
      "- BHRT: No data found for this date range, symbol may be delisted\n",
      "- BHRT: No data found for this date range, symbol may be delisted\n",
      "- BHRT: No data found for this date range, symbol may be delisted\n",
      "- BHRT: No data found for this date range, symbol may be delisted\n",
      "- BHWX: No data found for this date range, symbol may be delisted\n",
      "- BID: No data found, symbol may be delisted\n",
      "- BID: No data found, symbol may be delisted\n",
      "- BID: No data found, symbol may be delisted\n",
      "- BID: No data found, symbol may be delisted\n",
      "- BIOA: No data found for this date range, symbol may be delisted\n",
      "- BIOA: No data found for this date range, symbol may be delisted\n",
      "- BIOA: No data found for this date range, symbol may be delisted\n",
      "- BIOD: No data found for this date range, symbol may be delisted\n",
      "- BIOD: No data found for this date range, symbol may be delisted\n",
      "- BIOD: No data found for this date range, symbol may be delisted\n",
      "- BIOD: No data found for this date range, symbol may be delisted\n",
      "- BIOF: No data found for this date range, symbol may be delisted\n",
      "- BIOF: No data found for this date range, symbol may be delisted\n",
      "- BIOF: No data found for this date range, symbol may be delisted\n",
      "- BIOF: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- BIOS: No data found, symbol may be delisted\n",
      "- BIOS: No data found, symbol may be delisted\n",
      "- BIOS: No data found, symbol may be delisted\n",
      "- BIOS: No data found, symbol may be delisted\n",
      "- BISN: No data found, symbol may be delisted\n",
      "- BISN: No data found, symbol may be delisted\n",
      "- BISN: No data found, symbol may be delisted\n",
      "- BISN: No data found, symbol may be delisted\n",
      "- BITI: No data found for this date range, symbol may be delisted\n",
      "- BKFS: No data found for this date range, symbol may be delisted\n",
      "750 1675 297\n",
      "- BKGM: No data found for this date range, symbol may be delisted\n",
      "- BKGM: No data found for this date range, symbol may be delisted\n",
      "- BKGM: No data found for this date range, symbol may be delisted\n",
      "- BKGM: No data found for this date range, symbol may be delisted\n",
      "- BKI: Data doesn't exist for startDate = 1369713600, endDate = 1380427200\n",
      "- BKJ: No data found, symbol may be delisted\n",
      "- BKJ: No data found, symbol may be delisted\n",
      "- BKJ: No data found, symbol may be delisted\n",
      "- BKJ: No data found, symbol may be delisted\n",
      "- BKMU: No data found for this date range, symbol may be delisted\n",
      "- BKMU: No data found for this date range, symbol may be delisted\n",
      "- BKMU: No data found for this date range, symbol may be delisted\n",
      "- BKMU: No data found for this date range, symbol may be delisted\n",
      "- BKS: No data found, symbol may be delisted\n",
      "- BKS: No data found, symbol may be delisted\n",
      "- BKS: No data found, symbol may be delisted\n",
      "- BKS: No data found, symbol may be delisted\n",
      "- BKW: No data found for this date range, symbol may be delisted\n",
      "- BKW: No data found for this date range, symbol may be delisted\n",
      "- BKYF: No data found for this date range, symbol may be delisted\n",
      "- BKYF: No data found for this date range, symbol may be delisted\n",
      "- BKYF: No data found for this date range, symbol may be delisted\n",
      "- BLGA: No data found for this date range, symbol may be delisted\n",
      "- BLGA: No data found for this date range, symbol may be delisted\n",
      "- BLGA: No data found for this date range, symbol may be delisted\n",
      "- BLGA: No data found for this date range, symbol may be delisted\n",
      "- BLGX: No data found, symbol may be delisted\n",
      "- BLOX: No data found for this date range, symbol may be delisted\n",
      "- BLOX: No data found for this date range, symbol may be delisted\n",
      "- BLOX: No data found for this date range, symbol may be delisted\n",
      "- BLOX: No data found for this date range, symbol may be delisted\n",
      "- BLRGZ: No data found for this date range, symbol may be delisted\n",
      "- BLRGZ: No data found for this date range, symbol may be delisted\n",
      "- BLSI: No data found for this date range, symbol may be delisted\n",
      "- BLSI: No data found for this date range, symbol may be delisted\n",
      "- BLSM: No data found for this date range, symbol may be delisted\n",
      "- BLT: No data found for this date range, symbol may be delisted\n",
      "- BLT: No data found for this date range, symbol may be delisted\n",
      "- BLT: No data found for this date range, symbol may be delisted\n",
      "- BLT: No data found for this date range, symbol may be delisted\n",
      "- BLTA: No data found, symbol may be delisted\n",
      "- BLTA: No data found, symbol may be delisted\n",
      "- BLTA: No data found, symbol may be delisted\n",
      "- BLTA: No data found, symbol may be delisted\n",
      "- BLUD: No data found for this date range, symbol may be delisted\n",
      "- BLUD: No data found for this date range, symbol may be delisted\n",
      "- BLUD: No data found for this date range, symbol may be delisted\n",
      "- BLUD: No data found for this date range, symbol may be delisted\n",
      "- BLUG: No data found for this date range, symbol may be delisted\n",
      "- BLUG: No data found for this date range, symbol may be delisted\n",
      "- BLUG: No data found for this date range, symbol may be delisted\n",
      "- BLVD: No data found for this date range, symbol may be delisted\n",
      "- BLVD: No data found for this date range, symbol may be delisted\n",
      "- BLVD: No data found for this date range, symbol may be delisted\n",
      "- BLVT: No data found, symbol may be delisted\n",
      "- BLVT: No data found, symbol may be delisted\n",
      "- BLVT: No data found, symbol may be delisted\n",
      "- BMAQ: No data found, symbol may be delisted\n",
      "- BMAQ: No data found, symbol may be delisted\n",
      "- BMAQ: No data found, symbol may be delisted\n",
      "- BMBM: No data found for this date range, symbol may be delisted\n",
      "- BMBM: No data found for this date range, symbol may be delisted\n",
      "- BMBM: No data found for this date range, symbol may be delisted\n",
      "- BMBM: No data found for this date range, symbol may be delisted\n",
      "- BMER: No data found, symbol may be delisted\n",
      "- BMER: No data found, symbol may be delisted\n",
      "- BMER: No data found, symbol may be delisted\n",
      "- BMET: Data doesn't exist for startDate = 1369713600, endDate = 1380427200\n",
      "- BMET: Data doesn't exist for startDate = 1400472000, endDate = 1411185600\n",
      "- BMOM: No data found for this date range, symbol may be delisted\n",
      "- BMOM: No data found for this date range, symbol may be delisted\n",
      "- BMOM: No data found for this date range, symbol may be delisted\n",
      "- BMOM: No data found for this date range, symbol may be delisted\n",
      "- BMPI: No data found for this date range, symbol may be delisted\n",
      "- BMPI: No data found for this date range, symbol may be delisted\n",
      "- BMPI: No data found for this date range, symbol may be delisted\n",
      "- BMR: No data found for this date range, symbol may be delisted\n",
      "- BMR: No data found for this date range, symbol may be delisted\n",
      "- BMR: No data found for this date range, symbol may be delisted\n",
      "- BMS: No data found, symbol may be delisted\n",
      "- BMS: No data found, symbol may be delisted\n",
      "- BMS: No data found, symbol may be delisted\n",
      "- BMS: No data found, symbol may be delisted\n",
      "- BMSN: No data found for this date range, symbol may be delisted\n",
      "- BMSN: No data found for this date range, symbol may be delisted\n",
      "- BMSN: No data found for this date range, symbol may be delisted\n",
      "- BMSN: No data found for this date range, symbol may be delisted\n",
      "- BMSN: No data found for this date range, symbol may be delisted\n",
      "- BMVH: No data found, symbol may be delisted\n",
      "- BNBI: No data found, symbol may be delisted\n",
      "- BNBI: No data found, symbol may be delisted\n",
      "- BNBI: No data found, symbol may be delisted\n",
      "- BNBI: No data found, symbol may be delisted\n",
      "- BNCL: No data found, symbol may be delisted\n",
      "- BNCL: No data found, symbol may be delisted\n",
      "- BNCN: No data found for this date range, symbol may be delisted\n",
      "- BNCN: No data found for this date range, symbol may be delisted\n",
      "- BNCN: No data found for this date range, symbol may be delisted\n",
      "- BNCN: No data found for this date range, symbol may be delisted\n",
      "- BNGOF: No data found for this date range, symbol may be delisted\n",
      "- BNGOF: No data found for this date range, symbol may be delisted\n",
      "- BNGOF: No data found for this date range, symbol may be delisted\n",
      "- BNGOF: No data found for this date range, symbol may be delisted\n",
      "- BNI: No data found for this date range, symbol may be delisted\n",
      "- BNI: No data found for this date range, symbol may be delisted\n",
      "- BNI: No data found for this date range, symbol may be delisted\n",
      "- BNI: No data found for this date range, symbol may be delisted\n",
      "- BNK: No data found for this date range, symbol may be delisted\n",
      "- BNK: No data found for this date range, symbol may be delisted\n",
      "- BNNY: No data found for this date range, symbol may be delisted\n",
      "- BNNY: No data found for this date range, symbol may be delisted\n",
      "- BNZA: No data found, symbol may be delisted\n",
      "- BNZA: No data found, symbol may be delisted\n",
      "- BNZA: No data found, symbol may be delisted\n",
      "- BNZA: No data found, symbol may be delisted\n",
      "- BNZE: No data found for this date range, symbol may be delisted\n",
      "- BNZE: No data found for this date range, symbol may be delisted\n",
      "- BOBE: No data found for this date range, symbol may be delisted\n",
      "- BOBE: No data found for this date range, symbol may be delisted\n",
      "- BOBE: No data found for this date range, symbol may be delisted\n",
      "- BOBE: No data found for this date range, symbol may be delisted\n",
      "- BOFI: No data found for this date range, symbol may be delisted\n",
      "- BOFI: No data found for this date range, symbol may be delisted\n",
      "- BOFI: No data found for this date range, symbol may be delisted\n",
      "- BOFI: No data found for this date range, symbol may be delisted\n",
      "- BOJF: No data found for this date range, symbol may be delisted\n",
      "- BOJF: No data found for this date range, symbol may be delisted\n",
      "- BOJF: No data found for this date range, symbol may be delisted\n",
      "- BOJF: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- BOLC: No data found for this date range, symbol may be delisted\n",
      "- BOLC: No data found for this date range, symbol may be delisted\n",
      "- BOLC: No data found for this date range, symbol may be delisted\n",
      "- BOLC: No data found for this date range, symbol may be delisted\n",
      "- BOLD: Data doesn't exist for startDate = 1382241600, endDate = 1392958800\n",
      "- BONE: No data found for this date range, symbol may be delisted\n",
      "- BONE: No data found for this date range, symbol may be delisted\n",
      "- BONE: No data found for this date range, symbol may be delisted\n",
      "- BONE: No data found for this date range, symbol may be delisted\n",
      "- BONT: No data found for this date range, symbol may be delisted\n",
      "- BONT: No data found for this date range, symbol may be delisted\n",
      "- BONT: No data found for this date range, symbol may be delisted\n",
      "- BONT: No data found for this date range, symbol may be delisted\n",
      "- BONU: No data found, symbol may be delisted\n",
      "- BONU: No data found, symbol may be delisted\n",
      "- BOPH: No data found, symbol may be delisted\n",
      "- BOPH: No data found, symbol may be delisted\n",
      "- BOTA: No data found for this date range, symbol may be delisted\n",
      "- BOTA: No data found for this date range, symbol may be delisted\n",
      "- BOTA: No data found for this date range, symbol may be delisted\n",
      "- BOTA: No data found for this date range, symbol may be delisted\n",
      "- BOUT: Data doesn't exist for startDate = 1352869200, endDate = 1363579200\n",
      "- BOUT: Data doesn't exist for startDate = 1384750800, endDate = 1395460800\n",
      "- BOUT: Data doesn't exist for startDate = 1416286800, endDate = 1426996800\n",
      "- BOUT: Data doesn't exist for startDate = 1448686800, endDate = 1459396800\n",
      "- BOX: Data doesn't exist for startDate = 1353387600, endDate = 1364097600\n",
      "- BPHX: No data found for this date range, symbol may be delisted\n",
      "- BPHX: No data found for this date range, symbol may be delisted\n",
      "- BPHX: No data found for this date range, symbol may be delisted\n",
      "- BPI: No data found, symbol may be delisted\n",
      "- BPI: No data found, symbol may be delisted\n",
      "- BPI: No data found, symbol may be delisted\n",
      "- BPI: No data found, symbol may be delisted\n",
      "- BPL: No data found, symbol may be delisted\n",
      "- BPL: No data found, symbol may be delisted\n",
      "- BPL: No data found, symbol may be delisted\n",
      "- BPL: No data found, symbol may be delisted\n",
      "- BPZI: No data found for this date range, symbol may be delisted\n",
      "- BPZI: No data found for this date range, symbol may be delisted\n",
      "- BPZI: No data found for this date range, symbol may be delisted\n",
      "- BRCD: No data found for this date range, symbol may be delisted\n",
      "- BRCD: No data found for this date range, symbol may be delisted\n",
      "- BRCD: No data found for this date range, symbol may be delisted\n",
      "- BRCD: No data found for this date range, symbol may be delisted\n",
      "- BRCM: No data found for this date range, symbol may be delisted\n",
      "- BRCM: No data found for this date range, symbol may be delisted\n",
      "- BRCM: No data found for this date range, symbol may be delisted\n",
      "- BRDR: No data found, symbol may be delisted\n",
      "- BRDT: No data found for this date range, symbol may be delisted\n",
      "- BRDT: No data found for this date range, symbol may be delisted\n",
      "- BRDT: No data found for this date range, symbol may be delisted\n",
      "- BRDT: No data found for this date range, symbol may be delisted\n",
      "- BRHM: No data found for this date range, symbol may be delisted\n",
      "- BRHM: No data found for this date range, symbol may be delisted\n",
      "- BRHM: No data found for this date range, symbol may be delisted\n",
      "- BRHM: No data found for this date range, symbol may be delisted\n",
      "- BRLI: No data found for this date range, symbol may be delisted\n",
      "- BRLI: No data found for this date range, symbol may be delisted\n",
      "- BRLI: No data found for this date range, symbol may be delisted\n",
      "- BRS: No data found, symbol may be delisted\n",
      "- BRS: No data found, symbol may be delisted\n",
      "- BRS: No data found, symbol may be delisted\n",
      "- BRS: No data found, symbol may be delisted\n",
      "- BRSS: No data found, symbol may be delisted\n",
      "- BRSS: No data found, symbol may be delisted\n",
      "- BRSS: No data found, symbol may be delisted\n",
      "- BRVM: No data found, symbol may be delisted\n",
      "- BRVM: No data found, symbol may be delisted\n",
      "- BRVM: No data found, symbol may be delisted\n",
      "- BRVM: No data found, symbol may be delisted\n",
      "- BRY: Data doesn't exist for startDate = 1353992400, endDate = 1364702400\n",
      "- BRY: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- BRY: Data doesn't exist for startDate = 1417496400, endDate = 1428206400\n",
      "- BRY: Data doesn't exist for startDate = 1451106000, endDate = 1461816000\n",
      "- BRZG: No data found for this date range, symbol may be delisted\n",
      "- BRZG: No data found for this date range, symbol may be delisted\n",
      "- BRZG: No data found for this date range, symbol may be delisted\n",
      "- BRZG: No data found for this date range, symbol may be delisted\n",
      "- BSDM: No data found for this date range, symbol may be delisted\n",
      "- BSDM: No data found for this date range, symbol may be delisted\n",
      "- BSDM: No data found for this date range, symbol may be delisted\n",
      "- BSFT: No data found for this date range, symbol may be delisted\n",
      "- BSFT: No data found for this date range, symbol may be delisted\n",
      "- BSFT: No data found for this date range, symbol may be delisted\n",
      "- BSFT: No data found for this date range, symbol may be delisted\n",
      "- BSIC: No data found for this date range, symbol may be delisted\n",
      "- BSIC: No data found for this date range, symbol may be delisted\n",
      "- BSIC: No data found for this date range, symbol may be delisted\n",
      "- BSIC: No data found for this date range, symbol may be delisted\n",
      "- BSOI: No data found for this date range, symbol may be delisted\n",
      "- BSOI: No data found for this date range, symbol may be delisted\n",
      "- BTH: Data doesn't exist for startDate = 1355202000, endDate = 1365912000\n",
      "- BTH: Data doesn't exist for startDate = 1386738000, endDate = 1397448000\n",
      "- BTH: Data doesn't exist for startDate = 1418446800, endDate = 1429156800\n",
      "- BTU: Data doesn't exist for startDate = 1353733200, endDate = 1364443200\n",
      "- BTU: Data doesn't exist for startDate = 1384923600, endDate = 1395633600\n",
      "- BTU: Data doesn't exist for startDate = 1416805200, endDate = 1427515200\n",
      "- BTU: Data doesn't exist for startDate = 1450069200, endDate = 1460779200\n",
      "- BTUI: No data found for this date range, symbol may be delisted\n",
      "- BTUI: No data found for this date range, symbol may be delisted\n",
      "- BTX: No data found, symbol may be delisted\n",
      "- BTX: No data found, symbol may be delisted\n",
      "- BTX: No data found, symbol may be delisted\n",
      "- BTX: No data found, symbol may be delisted\n",
      "- BTZO: No data found, symbol may be delisted\n",
      "- BTZO: No data found, symbol may be delisted\n",
      "- BTZO: No data found, symbol may be delisted\n",
      "- BTZO: No data found, symbol may be delisted\n",
      "- BUKX: No data found for this date range, symbol may be delisted\n",
      "- BUKX: No data found for this date range, symbol may be delisted\n",
      "- BUKX: No data found for this date range, symbol may be delisted\n",
      "- BV: Data doesn't exist for startDate = 1364788800, endDate = 1375502400\n",
      "- BV: Data doesn't exist for startDate = 1395720000, endDate = 1406433600\n",
      "- BV: Data doesn't exist for startDate = 1427169600, endDate = 1437883200\n",
      "- BV: Data doesn't exist for startDate = 1458360000, endDate = 1469073600\n",
      "- BVA: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- BVA: Data doesn't exist for startDate = 1387774800, endDate = 1398484800\n",
      "- BVA: Data doesn't exist for startDate = 1419224400, endDate = 1429934400\n",
      "- BVA: Data doesn't exist for startDate = 1450674000, endDate = 1461384000\n",
      "- BVIG: No data found, symbol may be delisted\n",
      "- BVIG: No data found, symbol may be delisted\n",
      "- BVIG: No data found, symbol may be delisted\n",
      "- BVTI: No data found for this date range, symbol may be delisted\n",
      "- BVX: No data found for this date range, symbol may be delisted\n",
      "- BVX: No data found for this date range, symbol may be delisted\n",
      "- BVX: No data found for this date range, symbol may be delisted\n",
      "- BVX: No data found for this date range, symbol may be delisted\n",
      "- BWC: No data found for this date range, symbol may be delisted\n",
      "- BWC: No data found for this date range, symbol may be delisted\n",
      "- BWC: No data found for this date range, symbol may be delisted\n",
      "- BWC: No data found for this date range, symbol may be delisted\n",
      "- BWINB: No data found for this date range, symbol may be delisted\n",
      "- BWINB: No data found for this date range, symbol may be delisted\n",
      "- BWINB: No data found for this date range, symbol may be delisted\n",
      "- BWINB: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- BWLD: No data found for this date range, symbol may be delisted\n",
      "- BWLD: No data found for this date range, symbol may be delisted\n",
      "- BWLD: No data found for this date range, symbol may be delisted\n",
      "- BWLD: No data found for this date range, symbol may be delisted\n",
      "- BWS: No data found for this date range, symbol may be delisted\n",
      "- BWS: No data found for this date range, symbol may be delisted\n",
      "- BWS: No data found for this date range, symbol may be delisted\n",
      "- BWS: No data found for this date range, symbol may be delisted\n",
      "- BXG: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- BXLT: No data found for this date range, symbol may be delisted\n",
      "- BYCX: No data found for this date range, symbol may be delisted\n",
      "- BYI: No data found for this date range, symbol may be delisted\n",
      "- BYI: No data found for this date range, symbol may be delisted\n",
      "- BYLK: No data found for this date range, symbol may be delisted\n",
      "- BYLK: No data found for this date range, symbol may be delisted\n",
      "- BYLK: No data found for this date range, symbol may be delisted\n",
      "- BYLK: No data found for this date range, symbol may be delisted\n",
      "- BYMC: No data found for this date range, symbol may be delisted\n",
      "- BYMC: No data found for this date range, symbol may be delisted\n",
      "- BZ: Data doesn't exist for startDate = 1353819600, endDate = 1364529600\n",
      "- BZC: No data found, symbol may be delisted\n",
      "- BZC: No data found, symbol may be delisted\n",
      "- BZC: No data found, symbol may be delisted\n",
      "- CAB: Data doesn't exist for startDate = 1353301200, endDate = 1364011200\n",
      "- CAB: Data doesn't exist for startDate = 1384923600, endDate = 1395633600\n",
      "- CAB: Data doesn't exist for startDate = 1416114000, endDate = 1426824000\n",
      "- CAB: Data doesn't exist for startDate = 1448082000, endDate = 1458792000\n",
      "- CACB: No data found for this date range, symbol may be delisted\n",
      "- CACB: No data found for this date range, symbol may be delisted\n",
      "- CACB: No data found for this date range, symbol may be delisted\n",
      "- CACB: No data found for this date range, symbol may be delisted\n",
      "- CACG: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- CACG: Data doesn't exist for startDate = 1386997200, endDate = 1397707200\n",
      "- CACG: Data doesn't exist for startDate = 1417928400, endDate = 1428638400\n",
      "- CACQ: No data found for this date range, symbol may be delisted\n",
      "- CACQ: No data found for this date range, symbol may be delisted\n",
      "- CACQ: No data found for this date range, symbol may be delisted\n",
      "- CADC: No data found, symbol may be delisted\n",
      "- CADC: No data found, symbol may be delisted\n",
      "- CADC: No data found, symbol may be delisted\n",
      "- CADC: No data found, symbol may be delisted\n",
      "- CADT: No data found for this date range, symbol may be delisted\n",
      "- CADT: No data found for this date range, symbol may be delisted\n",
      "- CADTD: No data found, symbol may be delisted\n",
      "- CADTD: No data found, symbol may be delisted\n",
      "- CADTD: No data found, symbol may be delisted\n",
      "- CADTD: No data found, symbol may be delisted\n",
      "- CAGZ: No data found for this date range, symbol may be delisted\n",
      "- CAGZ: No data found for this date range, symbol may be delisted\n",
      "- CAGZ: No data found for this date range, symbol may be delisted\n",
      "- CALB: Data doesn't exist for startDate = 1358744400, endDate = 1369454400\n",
      "- CALB: Data doesn't exist for startDate = 1389502800, endDate = 1400212800\n",
      "- CALB: Data doesn't exist for startDate = 1405224000, endDate = 1415941200\n",
      "- CALB: Data doesn't exist for startDate = 1436846400, endDate = 1447563600\n",
      "- CALB: Data doesn't exist for startDate = 1465704000, endDate = 1476417600\n",
      "- CAM: No data found for this date range, symbol may be delisted\n",
      "- CAM: No data found for this date range, symbol may be delisted\n",
      "- CAM: No data found for this date range, symbol may be delisted\n",
      "- CAM: No data found for this date range, symbol may be delisted\n",
      "- CAMB: No data found, symbol may be delisted\n",
      "- CAMB: No data found, symbol may be delisted\n",
      "- CAME: Data doesn't exist for startDate = 1356498000, endDate = 1367208000\n",
      "- CANU: No data found, symbol may be delisted\n",
      "- CANU: No data found, symbol may be delisted\n",
      "- CANV: No data found for this date range, symbol may be delisted\n",
      "- CANV: No data found for this date range, symbol may be delisted\n",
      "- CANV: No data found for this date range, symbol may be delisted\n",
      "- CANV: No data found for this date range, symbol may be delisted\n",
      "- CAON: No data found, symbol may be delisted\n",
      "- CAON: No data found, symbol may be delisted\n",
      "- CAPN: No data found for this date range, symbol may be delisted\n",
      "- CAPN: No data found for this date range, symbol may be delisted\n",
      "- CAPP: Data doesn't exist for startDate = 1356498000, endDate = 1367208000\n",
      "- CARB: No data found, symbol may be delisted\n",
      "- CARB: No data found, symbol may be delisted\n",
      "- CARB: No data found, symbol may be delisted\n",
      "- CARB: No data found, symbol may be delisted\n",
      "- CAS: No data found for this date range, symbol may be delisted\n",
      "- CAS: No data found for this date range, symbol may be delisted\n",
      "- CAS: No data found for this date range, symbol may be delisted\n",
      "- CAS: No data found for this date range, symbol may be delisted\n",
      "- CASL: No data found for this date range, symbol may be delisted\n",
      "- CASL: No data found for this date range, symbol may be delisted\n",
      "- CASL: No data found for this date range, symbol may be delisted\n",
      "- CAW: No data found, symbol may be delisted\n",
      "- CAW: No data found, symbol may be delisted\n",
      "- CAW: No data found, symbol may be delisted\n",
      "- CAW: No data found, symbol may be delisted\n",
      "- CAXG: No data found, symbol may be delisted\n",
      "- CAXG: No data found, symbol may be delisted\n",
      "- CAXG: No data found, symbol may be delisted\n",
      "- CAXG: No data found, symbol may be delisted\n",
      "1000 2165 411\n",
      "- CBAK: No data found for this date range, symbol may be delisted\n",
      "- CBAK: No data found for this date range, symbol may be delisted\n",
      "- CBAK: No data found for this date range, symbol may be delisted\n",
      "- CBEY: No data found for this date range, symbol may be delisted\n",
      "- CBEY: No data found for this date range, symbol may be delisted\n",
      "- CBF: No data found for this date range, symbol may be delisted\n",
      "- CBF: No data found for this date range, symbol may be delisted\n",
      "- CBF: No data found for this date range, symbol may be delisted\n",
      "- CBF: No data found for this date range, symbol may be delisted\n",
      "- CBG: No data found for this date range, symbol may be delisted\n",
      "- CBG: No data found for this date range, symbol may be delisted\n",
      "- CBG: No data found for this date range, symbol may be delisted\n",
      "- CBG: No data found for this date range, symbol may be delisted\n",
      "- CBIN: No data found for this date range, symbol may be delisted\n",
      "- CBIN: No data found for this date range, symbol may be delisted\n",
      "- CBIN: No data found for this date range, symbol may be delisted\n",
      "- CBIN: No data found for this date range, symbol may be delisted\n",
      "- CBIS: No data found, symbol may be delisted\n",
      "- CBIS: No data found, symbol may be delisted\n",
      "- CBIS: No data found, symbol may be delisted\n",
      "- CBIS: No data found, symbol may be delisted\n",
      "- CBK: No data found, symbol may be delisted\n",
      "- CBK: No data found, symbol may be delisted\n",
      "- CBK: No data found, symbol may be delisted\n",
      "- CBK: No data found, symbol may be delisted\n",
      "- CBM: No data found, symbol may be delisted\n",
      "- CBM: No data found, symbol may be delisted\n",
      "- CBM: No data found, symbol may be delisted\n",
      "- CBM: No data found, symbol may be delisted\n",
      "- CBMX: No data found for this date range, symbol may be delisted\n",
      "- CBMX: No data found for this date range, symbol may be delisted\n",
      "- CBMX: No data found for this date range, symbol may be delisted\n",
      "- CBMX: No data found for this date range, symbol may be delisted\n",
      "- CBNI: No data found, symbol may be delisted\n",
      "- CBNJ: No data found for this date range, symbol may be delisted\n",
      "- CBNJ: No data found for this date range, symbol may be delisted\n",
      "- CBNJ: No data found for this date range, symbol may be delisted\n",
      "- CBNJ: No data found for this date range, symbol may be delisted\n",
      "- CBNK: Data doesn't exist for startDate = 1355288400, endDate = 1365998400\n",
      "- CBNK: Data doesn't exist for startDate = 1386738000, endDate = 1397448000\n",
      "- CBNK: Data doesn't exist for startDate = 1418101200, endDate = 1428811200\n",
      "- CBNK: Data doesn't exist for startDate = 1449637200, endDate = 1460347200\n",
      "- CBNR: No data found for this date range, symbol may be delisted\n",
      "- CBNR: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- CBR: No data found for this date range, symbol may be delisted\n",
      "- CBR: No data found for this date range, symbol may be delisted\n",
      "- CBR: No data found for this date range, symbol may be delisted\n",
      "- CBR: No data found for this date range, symbol may be delisted\n",
      "- CBRX: No data found for this date range, symbol may be delisted\n",
      "- CBRX: No data found for this date range, symbol may be delisted\n",
      "- CBRX: No data found for this date range, symbol may be delisted\n",
      "- CBRX: No data found for this date range, symbol may be delisted\n",
      "- CBSJ: No data found, symbol may be delisted\n",
      "- CBSJ: No data found, symbol may be delisted\n",
      "- CBSJ: No data found, symbol may be delisted\n",
      "- CBSJ: No data found, symbol may be delisted\n",
      "- CBSO: No data found for this date range, symbol may be delisted\n",
      "- CBSO: No data found for this date range, symbol may be delisted\n",
      "- CBST: No data found for this date range, symbol may be delisted\n",
      "- CBST: No data found for this date range, symbol may be delisted\n",
      "- CBTEQ: No data found, symbol may be delisted\n",
      "- CBTEQ: No data found, symbol may be delisted\n",
      "- CBTEQ: No data found, symbol may be delisted\n",
      "- CBTEQ: No data found, symbol may be delisted\n",
      "- CBXX: No data found, symbol may be delisted\n",
      "- CBXX: No data found, symbol may be delisted\n",
      "- CBXX: No data found, symbol may be delisted\n",
      "- CBXX: No data found, symbol may be delisted\n",
      "- CCAA: No data found for this date range, symbol may be delisted\n",
      "- CCAA: No data found for this date range, symbol may be delisted\n",
      "- CCAA: No data found for this date range, symbol may be delisted\n",
      "- CCC: Data doesn't exist for startDate = 1353906000, endDate = 1364616000\n",
      "- CCC: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "- CCC: Data doesn't exist for startDate = 1416891600, endDate = 1427601600\n",
      "- CCC: Data doesn't exist for startDate = 1448427600, endDate = 1459137600\n",
      "- CCCR: No data found for this date range, symbol may be delisted\n",
      "- CCCR: No data found for this date range, symbol may be delisted\n",
      "- CCCR: No data found for this date range, symbol may be delisted\n",
      "- CCE: No data found for this date range, symbol may be delisted\n",
      "- CCE: No data found for this date range, symbol may be delisted\n",
      "- CCE: No data found for this date range, symbol may be delisted\n",
      "- CCE: No data found for this date range, symbol may be delisted\n",
      "- CCFI: No data found, symbol may be delisted\n",
      "- CCFI: No data found, symbol may be delisted\n",
      "- CCFI: No data found, symbol may be delisted\n",
      "- CCFI: No data found, symbol may be delisted\n",
      "- CCG: No data found for this date range, symbol may be delisted\n",
      "- CCG: No data found for this date range, symbol may be delisted\n",
      "- CCG: No data found for this date range, symbol may be delisted\n",
      "- CCGI: No data found for this date range, symbol may be delisted\n",
      "- CCGI: No data found for this date range, symbol may be delisted\n",
      "- CCGI: No data found for this date range, symbol may be delisted\n",
      "- CCGI: No data found for this date range, symbol may be delisted\n",
      "- CCKH: No data found, symbol may be delisted\n",
      "- CCMOV: No data found, symbol may be delisted\n",
      "- CCMOV: No data found, symbol may be delisted\n",
      "- CCMOV: No data found, symbol may be delisted\n",
      "- CCMOV: No data found, symbol may be delisted\n",
      "- CCNI: No data found, symbol may be delisted\n",
      "- CCNI: No data found, symbol may be delisted\n",
      "- CCNI: No data found, symbol may be delisted\n",
      "- CCNI: No data found, symbol may be delisted\n",
      "- CCON: No data found for this date range, symbol may be delisted\n",
      "- CCON: No data found for this date range, symbol may be delisted\n",
      "- CCON: No data found for this date range, symbol may be delisted\n",
      "- CCP: No data found for this date range, symbol may be delisted\n",
      "- CCVR: No data found for this date range, symbol may be delisted\n",
      "- CCVR: No data found for this date range, symbol may be delisted\n",
      "- CCVR: No data found for this date range, symbol may be delisted\n",
      "- CDCO: No data found for this date range, symbol may be delisted\n",
      "- CDCO: No data found for this date range, symbol may be delisted\n",
      "- CDCO: No data found for this date range, symbol may be delisted\n",
      "- CDCX: No data found, symbol may be delisted\n",
      "- CDCX: No data found, symbol may be delisted\n",
      "- CDCX: No data found, symbol may be delisted\n",
      "- CDCX: No data found, symbol may be delisted\n",
      "- CDED: No data found for this date range, symbol may be delisted\n",
      "- CDI: No data found for this date range, symbol may be delisted\n",
      "- CDI: No data found for this date range, symbol may be delisted\n",
      "- CDI: No data found for this date range, symbol may be delisted\n",
      "- CDI: No data found for this date range, symbol may be delisted\n",
      "- CDIF: No data found for this date range, symbol may be delisted\n",
      "- CDIF: No data found for this date range, symbol may be delisted\n",
      "- CDIF: No data found for this date range, symbol may be delisted\n",
      "- CDIF: No data found for this date range, symbol may be delisted\n",
      "- CDIS: No data found for this date range, symbol may be delisted\n",
      "- CDIS: No data found for this date range, symbol may be delisted\n",
      "- CDIS: No data found for this date range, symbol may be delisted\n",
      "- CDIS: No data found for this date range, symbol may be delisted\n",
      "- CDKX: No data found for this date range, symbol may be delisted\n",
      "- CDKX: No data found for this date range, symbol may be delisted\n",
      "- CDKX: No data found for this date range, symbol may be delisted\n",
      "- CDKX: No data found for this date range, symbol may be delisted\n",
      "- CDKX: No data found for this date range, symbol may be delisted\n",
      "- CDOC: No data found for this date range, symbol may be delisted\n",
      "- CDSS: No data found for this date range, symbol may be delisted\n",
      "- CDSS: No data found for this date range, symbol may be delisted\n",
      "- CDSS: No data found for this date range, symbol may be delisted\n",
      "- CDVV: No data found for this date range, symbol may be delisted\n",
      "- CDVV: No data found for this date range, symbol may be delisted\n",
      "- CDVV: No data found for this date range, symbol may be delisted\n",
      "- CDW: Data doesn't exist for startDate = 1354683600, endDate = 1365393600\n",
      "- CEAC: No data found for this date range, symbol may be delisted\n",
      "- CEAC: No data found for this date range, symbol may be delisted\n",
      "- CEAC: No data found for this date range, symbol may be delisted\n",
      "- CEAC: No data found for this date range, symbol may be delisted\n",
      "- CEC: Data doesn't exist for startDate = 1353387600, endDate = 1364097600\n",
      "- CEC: Data doesn't exist for startDate = 1384146000, endDate = 1394856000\n",
      "- CEC: Data doesn't exist for startDate = 1417496400, endDate = 1428206400\n",
      "- CEC: Data doesn't exist for startDate = 1448859600, endDate = 1459569600\n",
      "- CECB: No data found for this date range, symbol may be delisted\n",
      "- CECO: No data found, symbol may be delisted\n",
      "- CECO: No data found, symbol may be delisted\n",
      "- CECO: No data found, symbol may be delisted\n",
      "- CECO: No data found, symbol may be delisted\n",
      "- CEDC: No data found for this date range, symbol may be delisted\n",
      "- CEEC: No data found for this date range, symbol may be delisted\n",
      "- CEGX: No data found, symbol may be delisted\n",
      "- CEGX: No data found, symbol may be delisted\n",
      "- CEGX: No data found, symbol may be delisted\n",
      "- CEGX: No data found, symbol may be delisted\n",
      "- CELG: No data found, symbol may be delisted\n",
      "- CELG: No data found, symbol may be delisted\n",
      "- CELG: No data found, symbol may be delisted\n",
      "- CELG: No data found, symbol may be delisted\n",
      "- CEMP: No data found for this date range, symbol may be delisted\n",
      "- CEMP: No data found for this date range, symbol may be delisted\n",
      "- CEMP: No data found for this date range, symbol may be delisted\n",
      "- CEMP: No data found for this date range, symbol may be delisted\n",
      "- CEP: Data doesn't exist for startDate = 1354942800, endDate = 1365652800\n",
      "- CEP: Data doesn't exist for startDate = 1387861200, endDate = 1398571200\n",
      "- CEP: Data doesn't exist for startDate = 1417496400, endDate = 1428206400\n",
      "- CEP: Data doesn't exist for startDate = 1451278800, endDate = 1461988800\n",
      "- CERE: No data found for this date range, symbol may be delisted\n",
      "- CERE: No data found for this date range, symbol may be delisted\n",
      "- CERE: No data found for this date range, symbol may be delisted\n",
      "- CERP: No data found for this date range, symbol may be delisted\n",
      "- CERU: No data found for this date range, symbol may be delisted\n",
      "- CERU: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- CEU: No data found, symbol may be delisted\n",
      "- CEU: No data found, symbol may be delisted\n",
      "- CEU: No data found, symbol may be delisted\n",
      "- CEXI: No data found for this date range, symbol may be delisted\n",
      "- CEXI: No data found for this date range, symbol may be delisted\n",
      "- CEXI: No data found for this date range, symbol may be delisted\n",
      "- CEYY: No data found for this date range, symbol may be delisted\n",
      "- CEYY: No data found for this date range, symbol may be delisted\n",
      "- CEYY: No data found for this date range, symbol may be delisted\n",
      "- CEYY: No data found for this date range, symbol may be delisted\n",
      "- CFD: No data found for this date range, symbol may be delisted\n",
      "- CFD: No data found for this date range, symbol may be delisted\n",
      "- CFD: No data found for this date range, symbol may be delisted\n",
      "- CFD: No data found for this date range, symbol may be delisted\n",
      "- CFEC: No data found for this date range, symbol may be delisted\n",
      "- CFED: No data found for this date range, symbol may be delisted\n",
      "- CFED: No data found for this date range, symbol may be delisted\n",
      "- CFED: No data found for this date range, symbol may be delisted\n",
      "- CFIS: No data found for this date range, symbol may be delisted\n",
      "- CFIS: No data found for this date range, symbol may be delisted\n",
      "- CFIS: No data found for this date range, symbol may be delisted\n",
      "- CFN: No data found for this date range, symbol may be delisted\n",
      "- CFN: No data found for this date range, symbol may be delisted\n",
      "- CFN: No data found for this date range, symbol may be delisted\n",
      "- CFNL: No data found for this date range, symbol may be delisted\n",
      "- CFNL: No data found for this date range, symbol may be delisted\n",
      "- CFNL: No data found for this date range, symbol may be delisted\n",
      "- CFNL: No data found for this date range, symbol may be delisted\n",
      "- CGAG: No data found, symbol may be delisted\n",
      "- CGAG: No data found, symbol may be delisted\n",
      "- CGAG: No data found, symbol may be delisted\n",
      "- CGAG: No data found, symbol may be delisted\n",
      "- CGEIU: No data found for this date range, symbol may be delisted\n",
      "- CGEIU: No data found for this date range, symbol may be delisted\n",
      "- CGEIU: No data found for this date range, symbol may be delisted\n",
      "- CGEIU: No data found for this date range, symbol may be delisted\n",
      "- CGI: No data found for this date range, symbol may be delisted\n",
      "- CGI: No data found for this date range, symbol may be delisted\n",
      "- CGI: No data found for this date range, symbol may be delisted\n",
      "- CGI: No data found for this date range, symbol may be delisted\n",
      "- CGLO: No data found for this date range, symbol may be delisted\n",
      "- CGME: No data found, symbol may be delisted\n",
      "- CGME: No data found, symbol may be delisted\n",
      "- CGPN: No data found for this date range, symbol may be delisted\n",
      "- CGPN: No data found for this date range, symbol may be delisted\n",
      "- CGPS: No data found, symbol may be delisted\n",
      "- CGPS: No data found, symbol may be delisted\n",
      "- CGPS: No data found, symbol may be delisted\n",
      "- CGX: No data found for this date range, symbol may be delisted\n",
      "- CHBT: No data found for this date range, symbol may be delisted\n",
      "- CHBT: No data found for this date range, symbol may be delisted\n",
      "- CHDO: No data found for this date range, symbol may be delisted\n",
      "- CHDO: No data found for this date range, symbol may be delisted\n",
      "- CHDO: No data found for this date range, symbol may be delisted\n",
      "- CHDO: No data found for this date range, symbol may be delisted\n",
      "- CHDX: No data found for this date range, symbol may be delisted\n",
      "- CHDX: No data found for this date range, symbol may be delisted\n",
      "- CHEV: No data found for this date range, symbol may be delisted\n",
      "- CHEV: No data found for this date range, symbol may be delisted\n",
      "- CHEV: No data found for this date range, symbol may be delisted\n",
      "- CHEV: No data found for this date range, symbol may be delisted\n",
      "- CHFC: No data found, symbol may be delisted\n",
      "- CHFC: No data found, symbol may be delisted\n",
      "- CHFC: No data found, symbol may be delisted\n",
      "- CHFC: No data found, symbol may be delisted\n",
      "- CHGY: No data found, symbol may be delisted\n",
      "- CHIO: No data found for this date range, symbol may be delisted\n",
      "- CHIO: No data found for this date range, symbol may be delisted\n",
      "- CHKE: No data found, symbol may be delisted\n",
      "- CHKE: No data found, symbol may be delisted\n",
      "- CHKE: No data found, symbol may be delisted\n",
      "- CHKE: No data found, symbol may be delisted\n",
      "- CHLN: No data found for this date range, symbol may be delisted\n",
      "- CHLN: No data found for this date range, symbol may be delisted\n",
      "- CHLN: No data found for this date range, symbol may be delisted\n",
      "- CHLO: No data found, symbol may be delisted\n",
      "- CHMT: No data found for this date range, symbol may be delisted\n",
      "- CHMT: No data found for this date range, symbol may be delisted\n",
      "- CHMT: No data found for this date range, symbol may be delisted\n",
      "- CHMT: No data found for this date range, symbol may be delisted\n",
      "- CHRI: No data found, symbol may be delisted\n",
      "- CHSP: No data found, symbol may be delisted\n",
      "- CHSP: No data found, symbol may be delisted\n",
      "- CHSP: No data found, symbol may be delisted\n",
      "- CHSP: No data found, symbol may be delisted\n",
      "- CHTL: No data found for this date range, symbol may be delisted\n",
      "- CHTL: No data found for this date range, symbol may be delisted\n",
      "- CHTP: No data found for this date range, symbol may be delisted\n",
      "- CHTP: No data found for this date range, symbol may be delisted\n",
      "- CHYR: No data found for this date range, symbol may be delisted\n",
      "- CHYR: No data found for this date range, symbol may be delisted\n",
      "- CICI: No data found for this date range, symbol may be delisted\n",
      "- CICI: No data found for this date range, symbol may be delisted\n",
      "- CICI: No data found for this date range, symbol may be delisted\n",
      "- CICI: No data found for this date range, symbol may be delisted\n",
      "- CIDI: No data found for this date range, symbol may be delisted\n",
      "- CIDI: No data found for this date range, symbol may be delisted\n",
      "- CIDI: No data found for this date range, symbol may be delisted\n",
      "- CIDI: No data found for this date range, symbol may be delisted\n",
      "- CIE: No data found for this date range, symbol may be delisted\n",
      "- CIE: No data found for this date range, symbol may be delisted\n",
      "- CIE: No data found for this date range, symbol may be delisted\n",
      "- CIE: No data found for this date range, symbol may be delisted\n",
      "- CIFC: No data found for this date range, symbol may be delisted\n",
      "- CIFC: No data found for this date range, symbol may be delisted\n",
      "- CIFC: No data found for this date range, symbol may be delisted\n",
      "- CIFC: No data found for this date range, symbol may be delisted\n",
      "- CIGW: No data found for this date range, symbol may be delisted\n",
      "- CIGW: No data found for this date range, symbol may be delisted\n",
      "- CINJ: No data found for this date range, symbol may be delisted\n",
      "- CINJ: No data found for this date range, symbol may be delisted\n",
      "- CINJ: No data found for this date range, symbol may be delisted\n",
      "- CINJ: No data found for this date range, symbol may be delisted\n",
      "- CIRC: No data found for this date range, symbol may be delisted\n",
      "- CIRC: No data found for this date range, symbol may be delisted\n",
      "- CITZ: Data doesn't exist for startDate = 1354338000, endDate = 1365048000\n",
      "- CIVI: No data found, symbol may be delisted\n",
      "- CIVI: No data found, symbol may be delisted\n",
      "- CIVI: No data found, symbol may be delisted\n",
      "- CJES: No data found for this date range, symbol may be delisted\n",
      "- CJES: No data found for this date range, symbol may be delisted\n",
      "- CJES: No data found for this date range, symbol may be delisted\n",
      "- CJES: No data found for this date range, symbol may be delisted\n",
      "- CJES: No data found for this date range, symbol may be delisted\n",
      "- CKEC: No data found for this date range, symbol may be delisted\n",
      "- CKEC: No data found for this date range, symbol may be delisted\n",
      "- CKEC: No data found for this date range, symbol may be delisted\n",
      "- CKEC: No data found for this date range, symbol may be delisted\n",
      "- CKP: No data found for this date range, symbol may be delisted\n",
      "- CKP: No data found for this date range, symbol may be delisted\n",
      "- CKP: No data found for this date range, symbol may be delisted\n",
      "- CKP: No data found for this date range, symbol may be delisted\n",
      "- CLAC: No data found for this date range, symbol may be delisted\n",
      "- CLAC: No data found for this date range, symbol may be delisted\n",
      "- CLAC: No data found for this date range, symbol may be delisted\n",
      "- CLAI: No data found for this date range, symbol may be delisted\n",
      "- CLAI: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- CLAI: No data found for this date range, symbol may be delisted\n",
      "- CLBH: No data found for this date range, symbol may be delisted\n",
      "- CLBH: No data found for this date range, symbol may be delisted\n",
      "- CLBH: No data found for this date range, symbol may be delisted\n",
      "- CLBH: No data found for this date range, symbol may be delisted\n",
      "- CLD: No data found, symbol may be delisted\n",
      "- CLD: No data found, symbol may be delisted\n",
      "- CLD: No data found, symbol may be delisted\n",
      "- CLD: No data found, symbol may be delisted\n",
      "- CLDN: No data found for this date range, symbol may be delisted\n",
      "- CLDN: No data found for this date range, symbol may be delisted\n",
      "- CLDN: No data found for this date range, symbol may be delisted\n",
      "- CLGL: No data found for this date range, symbol may be delisted\n",
      "- CLGL: No data found for this date range, symbol may be delisted\n",
      "- CLGL: No data found for this date range, symbol may be delisted\n",
      "- CLGY: No data found for this date range, symbol may be delisted\n",
      "- CLGY: No data found for this date range, symbol may be delisted\n",
      "- CLGY: No data found for this date range, symbol may be delisted\n",
      "- CLIK: No data found for this date range, symbol may be delisted\n",
      "- CLIK: No data found for this date range, symbol may be delisted\n",
      "- CLIK: No data found for this date range, symbol may be delisted\n",
      "- CLIK: No data found for this date range, symbol may be delisted\n",
      "- CLMS: No data found for this date range, symbol may be delisted\n",
      "- CLMS: No data found for this date range, symbol may be delisted\n",
      "- CLMS: No data found for this date range, symbol may be delisted\n",
      "- CLMS: No data found for this date range, symbol may be delisted\n",
      "- CLNY: Data doesn't exist for startDate = 1354942800, endDate = 1365652800\n",
      "- CLNY: Data doesn't exist for startDate = 1385442000, endDate = 1396152000\n",
      "- CLPI: No data found for this date range, symbol may be delisted\n",
      "- CLPI: No data found for this date range, symbol may be delisted\n",
      "- CLPI: No data found for this date range, symbol may be delisted\n",
      "- CLPI: No data found for this date range, symbol may be delisted\n",
      "1250 2657 524\n",
      "- CLRS: No data found for this date range, symbol may be delisted\n",
      "- CLRS: No data found for this date range, symbol may be delisted\n",
      "- CLRS: No data found for this date range, symbol may be delisted\n",
      "- CLRS: No data found for this date range, symbol may be delisted\n",
      "- CLRV: No data found, symbol may be delisted\n",
      "- CLRV: No data found, symbol may be delisted\n",
      "- CLRV: No data found, symbol may be delisted\n",
      "- CLRX: No data found for this date range, symbol may be delisted\n",
      "- CLRX: No data found for this date range, symbol may be delisted\n",
      "- CLRX: No data found for this date range, symbol may be delisted\n",
      "- CLRX: No data found for this date range, symbol may be delisted\n",
      "- CLTK: No data found for this date range, symbol may be delisted\n",
      "- CLTK: No data found for this date range, symbol may be delisted\n",
      "- CLTK: No data found for this date range, symbol may be delisted\n",
      "- CLTK: No data found for this date range, symbol may be delisted\n",
      "- CLTX: No data found for this date range, symbol may be delisted\n",
      "- CLTX: No data found for this date range, symbol may be delisted\n",
      "- CMIB: No data found, symbol may be delisted\n",
      "- CMIB: No data found, symbol may be delisted\n",
      "- CMIB: No data found, symbol may be delisted\n",
      "- CMIB: No data found, symbol may be delisted\n",
      "- CMKG: No data found for this date range, symbol may be delisted\n",
      "- CMKG: No data found for this date range, symbol may be delisted\n",
      "- CMLP: No data found for this date range, symbol may be delisted\n",
      "- CMLP: No data found for this date range, symbol may be delisted\n",
      "- CMLP: No data found for this date range, symbol may be delisted\n",
      "- CMLP: No data found for this date range, symbol may be delisted\n",
      "- CMLS: Data doesn't exist for startDate = 1355547600, endDate = 1366257600\n",
      "- CMLS: Data doesn't exist for startDate = 1386997200, endDate = 1397707200\n",
      "- CMLS: Data doesn't exist for startDate = 1417237200, endDate = 1427947200\n",
      "- CMLS: Data doesn't exist for startDate = 1449550800, endDate = 1460260800\n",
      "- CMN: No data found for this date range, symbol may be delisted\n",
      "- CMN: No data found for this date range, symbol may be delisted\n",
      "- CMN: No data found for this date range, symbol may be delisted\n",
      "- CMN: No data found for this date range, symbol may be delisted\n",
      "- CMOH: No data found for this date range, symbol may be delisted\n",
      "- CMOH: No data found for this date range, symbol may be delisted\n",
      "- CMOH: No data found for this date range, symbol may be delisted\n",
      "- CMOH: No data found for this date range, symbol may be delisted\n",
      "- CMRG: No data found for this date range, symbol may be delisted\n",
      "- CMRG: No data found for this date range, symbol may be delisted\n",
      "- CMRG: No data found for this date range, symbol may be delisted\n",
      "- CMRG: No data found for this date range, symbol may be delisted\n",
      "- CMRO: No data found, symbol may be delisted\n",
      "- CMRO: No data found, symbol may be delisted\n",
      "- CMRO: No data found, symbol may be delisted\n",
      "- CMRO: No data found, symbol may be delisted\n",
      "- CMSB: No data found for this date range, symbol may be delisted\n",
      "- CMSB: No data found for this date range, symbol may be delisted\n",
      "- CMSF: No data found for this date range, symbol may be delisted\n",
      "- CMXI: No data found for this date range, symbol may be delisted\n",
      "- CMXI: No data found for this date range, symbol may be delisted\n",
      "- CMXI: No data found for this date range, symbol may be delisted\n",
      "- CMXI: No data found for this date range, symbol may be delisted\n",
      "- CNAM: No data found for this date range, symbol may be delisted\n",
      "- CNAM: No data found for this date range, symbol may be delisted\n",
      "- CNAM: No data found for this date range, symbol may be delisted\n",
      "- CNBC: No data found for this date range, symbol may be delisted\n",
      "- CNBC: No data found for this date range, symbol may be delisted\n",
      "- CNBC: No data found for this date range, symbol may be delisted\n",
      "- CNBC: No data found for this date range, symbol may be delisted\n",
      "- CNDO: No data found for this date range, symbol may be delisted\n",
      "- CNDO: No data found for this date range, symbol may be delisted\n",
      "- CNDO: No data found for this date range, symbol may be delisted\n",
      "- CNDO: No data found for this date range, symbol may be delisted\n",
      "- CNF: Data doesn't exist for startDate = 1353733200, endDate = 1364443200\n",
      "- CNF: Data doesn't exist for startDate = 1385269200, endDate = 1395979200\n",
      "- CNF: Data doesn't exist for startDate = 1416632400, endDate = 1427342400\n",
      "- CNGV: No data found, symbol may be delisted\n",
      "- CNGV: No data found, symbol may be delisted\n",
      "- CNGV: No data found, symbol may be delisted\n",
      "- CNGV: No data found, symbol may be delisted\n",
      "- CNL: No data found for this date range, symbol may be delisted\n",
      "- CNL: No data found for this date range, symbol may be delisted\n",
      "- CNL: No data found for this date range, symbol may be delisted\n",
      "- CNL: No data found for this date range, symbol may be delisted\n",
      "- CNLG: No data found for this date range, symbol may be delisted\n",
      "- CNLM: No data found for this date range, symbol may be delisted\n",
      "- CNLM: No data found for this date range, symbol may be delisted\n",
      "- CNMV: No data found for this date range, symbol may be delisted\n",
      "- CNMV: No data found for this date range, symbol may be delisted\n",
      "- CNMV: No data found for this date range, symbol may be delisted\n",
      "- CNMV: No data found for this date range, symbol may be delisted\n",
      "- CNNX: No data found for this date range, symbol may be delisted\n",
      "- CNNX: No data found for this date range, symbol may be delisted\n",
      "- CNQR: No data found for this date range, symbol may be delisted\n",
      "- CNQR: No data found for this date range, symbol may be delisted\n",
      "- CNSI: No data found for this date range, symbol may be delisted\n",
      "- CNSI: No data found for this date range, symbol may be delisted\n",
      "- CNSI: No data found for this date range, symbol may be delisted\n",
      "- CNSI: No data found for this date range, symbol may be delisted\n",
      "- CNSO: No data found for this date range, symbol may be delisted\n",
      "- CNSO: No data found for this date range, symbol may be delisted\n",
      "- CNSO: No data found for this date range, symbol may be delisted\n",
      "- CNSO: No data found for this date range, symbol may be delisted\n",
      "- CNSO: No data found for this date range, symbol may be delisted\n",
      "- CNSV: No data found for this date range, symbol may be delisted\n",
      "- CNSV: No data found for this date range, symbol may be delisted\n",
      "- CNSV: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- CNXC: No data found for this date range, symbol may be delisted\n",
      "- COB: No data found for this date range, symbol may be delisted\n",
      "- COB: No data found for this date range, symbol may be delisted\n",
      "- COB: No data found for this date range, symbol may be delisted\n",
      "- COB: No data found for this date range, symbol may be delisted\n",
      "- COBK: No data found for this date range, symbol may be delisted\n",
      "- COBK: No data found for this date range, symbol may be delisted\n",
      "- COBK: No data found for this date range, symbol may be delisted\n",
      "- COBR: No data found for this date range, symbol may be delisted\n",
      "- COBR: No data found for this date range, symbol may be delisted\n",
      "- COBT: No data found for this date range, symbol may be delisted\n",
      "- COBT: No data found for this date range, symbol may be delisted\n",
      "- COBT: No data found for this date range, symbol may be delisted\n",
      "- COBT: No data found for this date range, symbol may be delisted\n",
      "- COCO: No data found for this date range, symbol may be delisted\n",
      "- CODE: Data doesn't exist for startDate = 1353733200, endDate = 1364443200\n",
      "- CODE: Data doesn't exist for startDate = 1385269200, endDate = 1395979200\n",
      "- CODE: Data doesn't exist for startDate = 1415595600, endDate = 1426305600\n",
      "- COH: No data found for this date range, symbol may be delisted\n",
      "- COH: No data found for this date range, symbol may be delisted\n",
      "- COH: No data found for this date range, symbol may be delisted\n",
      "- COH: No data found for this date range, symbol may be delisted\n",
      "- COIN: Data doesn't exist for startDate = 1355288400, endDate = 1365998400\n",
      "- COIN: Data doesn't exist for startDate = 1386738000, endDate = 1397448000\n",
      "- COIN: Data doesn't exist for startDate = 1418014800, endDate = 1428724800\n",
      "- COIN: Data doesn't exist for startDate = 1450846800, endDate = 1461556800\n",
      "- CONX: No data found for this date range, symbol may be delisted\n",
      "- CONX: No data found for this date range, symbol may be delisted\n",
      "- COOL: No data found for this date range, symbol may be delisted\n",
      "- COOL: No data found for this date range, symbol may be delisted\n",
      "- COOL: No data found for this date range, symbol may be delisted\n",
      "- COOL: No data found for this date range, symbol may be delisted\n",
      "- COOL: No data found for this date range, symbol may be delisted\n",
      "- COPI: No data found for this date range, symbol may be delisted\n",
      "- COPI: No data found for this date range, symbol may be delisted\n",
      "- COPI: No data found for this date range, symbol may be delisted\n",
      "- COPI: No data found for this date range, symbol may be delisted\n",
      "- COPY: No data found for this date range, symbol may be delisted\n",
      "- COPY: No data found for this date range, symbol may be delisted\n",
      "- COPY: No data found for this date range, symbol may be delisted\n",
      "- COPY: No data found for this date range, symbol may be delisted\n",
      "- COPY: No data found for this date range, symbol may be delisted\n",
      "- COSI: No data found for this date range, symbol may be delisted\n",
      "- COSI: No data found for this date range, symbol may be delisted\n",
      "- COSI: No data found for this date range, symbol may be delisted\n",
      "- COSI: No data found for this date range, symbol may be delisted\n",
      "- COUP: Data doesn't exist for startDate = 1418706000, endDate = 1429416000\n",
      "- COUP: Data doesn't exist for startDate = 1449637200, endDate = 1460347200\n",
      "- COVR: No data found for this date range, symbol may be delisted\n",
      "- COVR: No data found for this date range, symbol may be delisted\n",
      "- COVR: No data found for this date range, symbol may be delisted\n",
      "- COVS: No data found for this date range, symbol may be delisted\n",
      "- COVS: No data found for this date range, symbol may be delisted\n",
      "- COVS: No data found for this date range, symbol may be delisted\n",
      "- COYN: No data found for this date range, symbol may be delisted\n",
      "- COYN: No data found for this date range, symbol may be delisted\n",
      "- COYN: No data found for this date range, symbol may be delisted\n",
      "- COYN: No data found for this date range, symbol may be delisted\n",
      "- CPGI: No data found for this date range, symbol may be delisted\n",
      "- CPGI: No data found for this date range, symbol may be delisted\n",
      "- CPGI: No data found for this date range, symbol may be delisted\n",
      "- CPGX: No data found for this date range, symbol may be delisted\n",
      "- CPHD: No data found for this date range, symbol may be delisted\n",
      "- CPHD: No data found for this date range, symbol may be delisted\n",
      "- CPHD: No data found for this date range, symbol may be delisted\n",
      "- CPHD: No data found for this date range, symbol may be delisted\n",
      "- CPPL: No data found for this date range, symbol may be delisted\n",
      "- CPPL: No data found for this date range, symbol may be delisted\n",
      "- CPWR: Data doesn't exist for startDate = 1361768400, endDate = 1372478400\n",
      "- CPWR: Data doesn't exist for startDate = 1393390800, endDate = 1404100800\n",
      "- CPXX: No data found for this date range, symbol may be delisted\n",
      "- CPXX: No data found for this date range, symbol may be delisted\n",
      "- CPXX: No data found for this date range, symbol may be delisted\n",
      "- CPXX: No data found for this date range, symbol may be delisted\n",
      "- CQB: No data found for this date range, symbol may be delisted\n",
      "- CQB: No data found for this date range, symbol may be delisted\n",
      "- CQB: No data found for this date range, symbol may be delisted\n",
      "- CRAY: No data found, symbol may be delisted\n",
      "- CRAY: No data found, symbol may be delisted\n",
      "- CRAY: No data found, symbol may be delisted\n",
      "- CRAY: No data found, symbol may be delisted\n",
      "- CRC: Data doesn't exist for startDate = 1363665600, endDate = 1374379200\n",
      "- CRDA: Data doesn't exist for startDate = 1355547600, endDate = 1366257600\n",
      "- CRDA: Data doesn't exist for startDate = 1385355600, endDate = 1396065600\n",
      "- CRDA: Data doesn't exist for startDate = 1416632400, endDate = 1427342400\n",
      "- CRDA: Data doesn't exist for startDate = 1449550800, endDate = 1460260800\n",
      "- CRDC: No data found for this date range, symbol may be delisted\n",
      "- CRDC: No data found for this date range, symbol may be delisted\n",
      "- CRDC: No data found for this date range, symbol may be delisted\n",
      "- CRDC: No data found for this date range, symbol may be delisted\n",
      "- CRDS: No data found for this date range, symbol may be delisted\n",
      "- CRDS: No data found for this date range, symbol may be delisted\n",
      "- CRDS: No data found for this date range, symbol may be delisted\n",
      "- CRDS: No data found for this date range, symbol may be delisted\n",
      "- CREO: Data doesn't exist for startDate = 1357966800, endDate = 1368676800\n",
      "- CREO: Data doesn't exist for startDate = 1389502800, endDate = 1400212800\n",
      "- CRLP: No data found, symbol may be delisted\n",
      "- CRLRF: No data found for this date range, symbol may be delisted\n",
      "- CRLRF: No data found for this date range, symbol may be delisted\n",
      "- CRLRF: No data found for this date range, symbol may be delisted\n",
      "- CRMP: No data found, symbol may be delisted\n",
      "- CRMP: No data found, symbol may be delisted\n",
      "- CRR: No data found, symbol may be delisted\n",
      "- CRR: No data found, symbol may be delisted\n",
      "- CRR: No data found, symbol may be delisted\n",
      "- CRR: No data found, symbol may be delisted\n",
      "- CRRC: No data found for this date range, symbol may be delisted\n",
      "- CRRC: No data found for this date range, symbol may be delisted\n",
      "- CRRS: No data found for this date range, symbol may be delisted\n",
      "- CRTX: Data doesn't exist for startDate = 1355202000, endDate = 1365912000\n",
      "- CRV: No data found for this date range, symbol may be delisted\n",
      "- CRV: No data found for this date range, symbol may be delisted\n",
      "- CRV: No data found for this date range, symbol may be delisted\n",
      "- CRWD: Data doesn't exist for startDate = 1350360000, endDate = 1361077200\n",
      "- CRWE: Data doesn't exist for startDate = 1364184000, endDate = 1374897600\n",
      "- CRWE: Data doesn't exist for startDate = 1387861200, endDate = 1398571200\n",
      "- CSBQ: No data found for this date range, symbol may be delisted\n",
      "- CSBQ: No data found for this date range, symbol may be delisted\n",
      "- CSBQ: No data found for this date range, symbol may be delisted\n",
      "- CSBQ: No data found for this date range, symbol may be delisted\n",
      "- CSCD: No data found for this date range, symbol may be delisted\n",
      "- CSCD: No data found for this date range, symbol may be delisted\n",
      "- CSCD: No data found for this date range, symbol may be delisted\n",
      "- CSCD: No data found for this date range, symbol may be delisted\n",
      "- CSCE: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- CSDI: No data found, symbol may be delisted\n",
      "- CSDI: No data found, symbol may be delisted\n",
      "- CSDI: No data found, symbol may be delisted\n",
      "- CSDI: No data found, symbol may be delisted\n",
      "- CSG: No data found for this date range, symbol may be delisted\n",
      "- CSG: No data found for this date range, symbol may be delisted\n",
      "- CSG: No data found for this date range, symbol may be delisted\n",
      "- CSG: No data found for this date range, symbol may be delisted\n",
      "- CSGN: No data found for this date range, symbol may be delisted\n",
      "- CSH: No data found for this date range, symbol may be delisted\n",
      "- CSH: No data found for this date range, symbol may be delisted\n",
      "- CSH: No data found for this date range, symbol may be delisted\n",
      "- CSH: No data found for this date range, symbol may be delisted\n",
      "- CST: No data found for this date range, symbol may be delisted\n",
      "- CST: No data found for this date range, symbol may be delisted\n",
      "- CST: No data found for this date range, symbol may be delisted\n",
      "- CTCM: No data found for this date range, symbol may be delisted\n",
      "- CTCM: No data found for this date range, symbol may be delisted\n",
      "- CTCM: No data found for this date range, symbol may be delisted\n",
      "- CTCM: No data found for this date range, symbol may be delisted\n",
      "- CTCT: No data found for this date range, symbol may be delisted\n",
      "- CTCT: No data found for this date range, symbol may be delisted\n",
      "- CTCT: No data found for this date range, symbol may be delisted\n",
      "- CTEI: No data found for this date range, symbol may be delisted\n",
      "- CTEI: No data found for this date range, symbol may be delisted\n",
      "- CTEI: No data found for this date range, symbol may be delisted\n",
      "- CTEI: No data found for this date range, symbol may be delisted\n",
      "- CTF: Data doesn't exist for startDate = 1355720400, endDate = 1366430400\n",
      "- CTF: Data doesn't exist for startDate = 1386997200, endDate = 1397707200\n",
      "- CTF: Data doesn't exist for startDate = 1418187600, endDate = 1428897600\n",
      "- CTF: Data doesn't exist for startDate = 1449896400, endDate = 1460606400\n",
      "- CTHP: No data found for this date range, symbol may be delisted\n",
      "- CTIG: No data found for this date range, symbol may be delisted\n",
      "- CTIG: No data found for this date range, symbol may be delisted\n",
      "- CTIG: No data found for this date range, symbol may be delisted\n",
      "- CTIX: No data found for this date range, symbol may be delisted\n",
      "- CTIX: No data found for this date range, symbol may be delisted\n",
      "- CTIX: No data found for this date range, symbol may be delisted\n",
      "- CTIX: No data found for this date range, symbol may be delisted\n",
      "1500 3269 610\n",
      "- CTRI: No data found for this date range, symbol may be delisted\n",
      "- CTRI: No data found for this date range, symbol may be delisted\n",
      "- CTRI: No data found for this date range, symbol may be delisted\n",
      "- CTRL: No data found, symbol may be delisted\n",
      "- CTRL: No data found, symbol may be delisted\n",
      "- CTRL: No data found, symbol may be delisted\n",
      "- CTT: Data doesn't exist for startDate = 1355202000, endDate = 1365912000\n",
      "- CTTG: No data found for this date range, symbol may be delisted\n",
      "- CTTG: No data found for this date range, symbol may be delisted\n",
      "- CTTG: No data found for this date range, symbol may be delisted\n",
      "- CTTG: No data found for this date range, symbol may be delisted\n",
      "- CTTG: No data found for this date range, symbol may be delisted\n",
      "- CTWS: No data found, symbol may be delisted\n",
      "- CTWS: No data found, symbol may be delisted\n",
      "- CTWS: No data found, symbol may be delisted\n",
      "- CTWS: No data found, symbol may be delisted\n",
      "- CUAU: No data found, symbol may be delisted\n",
      "- CUNB: No data found for this date range, symbol may be delisted\n",
      "- CUNB: No data found for this date range, symbol may be delisted\n",
      "- CUNB: No data found for this date range, symbol may be delisted\n",
      "- CUNB: No data found for this date range, symbol may be delisted\n",
      "- CUR: No data found, symbol may be delisted\n",
      "- CUR: No data found, symbol may be delisted\n",
      "- CUR: No data found, symbol may be delisted\n",
      "- CUR: No data found, symbol may be delisted\n",
      "- CURG: No data found, symbol may be delisted\n",
      "- CURG: No data found, symbol may be delisted\n",
      "- CURG: No data found, symbol may be delisted\n",
      "- CURG: No data found, symbol may be delisted\n",
      "- CVAH: No data found, symbol may be delisted\n",
      "- CVAH: No data found, symbol may be delisted\n",
      "- CVAH: No data found, symbol may be delisted\n",
      "- CVC: No data found for this date range, symbol may be delisted\n",
      "- CVC: No data found for this date range, symbol may be delisted\n",
      "- CVC: No data found for this date range, symbol may be delisted\n",
      "- CVC: No data found for this date range, symbol may be delisted\n",
      "- CVD: No data found for this date range, symbol may be delisted\n",
      "- CVD: No data found for this date range, symbol may be delisted\n",
      "- CVH: Data doesn't exist for startDate = 1353906000, endDate = 1364616000\n",
      "- CVNI: No data found for this date range, symbol may be delisted\n",
      "- CVO: No data found for this date range, symbol may be delisted\n",
      "- CVO: No data found for this date range, symbol may be delisted\n",
      "- CVO: No data found for this date range, symbol may be delisted\n",
      "- CVO: No data found for this date range, symbol may be delisted\n",
      "- CVSL: No data found for this date range, symbol may be delisted\n",
      "- CVSL: No data found for this date range, symbol may be delisted\n",
      "- CVSL: No data found for this date range, symbol may be delisted\n",
      "- CVSL: No data found for this date range, symbol may be delisted\n",
      "- CVT: Data doesn't exist for startDate = 1387342800, endDate = 1398052800\n",
      "- CVT: Data doesn't exist for startDate = 1418446800, endDate = 1429156800\n",
      "- CVT: Data doesn't exist for startDate = 1448773200, endDate = 1459483200\n",
      "- CVTR: No data found, symbol may be delisted\n",
      "- CVTR: No data found, symbol may be delisted\n",
      "- CVTR: No data found, symbol may be delisted\n",
      "- CVTR: No data found, symbol may be delisted\n",
      "- CWEI: No data found for this date range, symbol may be delisted\n",
      "- CWEI: No data found for this date range, symbol may be delisted\n",
      "- CWEI: No data found for this date range, symbol may be delisted\n",
      "- CWEI: No data found for this date range, symbol may be delisted\n",
      "- CWH: Data doesn't exist for startDate = 1353733200, endDate = 1364443200\n",
      "- CWH: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "- CWH: Data doesn't exist for startDate = 1416286800, endDate = 1426996800\n",
      "- CWH: Data doesn't exist for startDate = 1447736400, endDate = 1458446400\n",
      "- CWTD: No data found for this date range, symbol may be delisted\n",
      "- CWTD: No data found for this date range, symbol may be delisted\n",
      "- CWTD: No data found for this date range, symbol may be delisted\n",
      "- CWTR: No data found for this date range, symbol may be delisted\n",
      "- CXP: Data doesn't exist for startDate = 1354078800, endDate = 1364788800\n",
      "- CYBV: No data found, symbol may be delisted\n",
      "- CYBV: No data found, symbol may be delisted\n",
      "- CYBV: No data found, symbol may be delisted\n",
      "- CYBV: No data found, symbol may be delisted\n",
      "- CYBX: Data doesn't exist for startDate = 1363579200, endDate = 1374292800\n",
      "- CYBX: Data doesn't exist for startDate = 1394856000, endDate = 1405569600\n",
      "- CYBX: Data doesn't exist for startDate = 1426305600, endDate = 1437019200\n",
      "- CYGI: No data found, symbol may be delisted\n",
      "- CYGI: No data found, symbol may be delisted\n",
      "- CYHF: No data found, symbol may be delisted\n",
      "- CYHF: No data found, symbol may be delisted\n",
      "- CYHF: No data found, symbol may be delisted\n",
      "- CYHF: No data found, symbol may be delisted\n",
      "- CYIG: Data doesn't exist for startDate = 1364616000, endDate = 1375329600\n",
      "- CYIM: No data found, symbol may be delisted\n",
      "- CYIM: No data found, symbol may be delisted\n",
      "- CYIM: No data found, symbol may be delisted\n",
      "- CYIM: No data found, symbol may be delisted\n",
      "- CYLU: No data found for this date range, symbol may be delisted\n",
      "- CYLU: No data found for this date range, symbol may be delisted\n",
      "- CYLU: No data found for this date range, symbol may be delisted\n",
      "- CYLU: No data found for this date range, symbol may be delisted\n",
      "- CYN: Data doesn't exist for startDate = 1353992400, endDate = 1364702400\n",
      "- CYN: Data doesn't exist for startDate = 1385787600, endDate = 1396497600\n",
      "- CYN: Data doesn't exist for startDate = 1416978000, endDate = 1427688000\n",
      "- CYNI: No data found, symbol may be delisted\n",
      "- CYNI: No data found, symbol may be delisted\n",
      "- CYNO: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- CYNO: No data found for this date range, symbol may be delisted\n",
      "- CYNO: No data found for this date range, symbol may be delisted\n",
      "- CYNO: No data found for this date range, symbol may be delisted\n",
      "- CYNX: No data found for this date range, symbol may be delisted\n",
      "- CYT: No data found for this date range, symbol may be delisted\n",
      "- CYT: No data found for this date range, symbol may be delisted\n",
      "- CYT: No data found for this date range, symbol may be delisted\n",
      "- CYTA: No data found, symbol may be delisted\n",
      "- CYTX: No data found, symbol may be delisted\n",
      "- CYTX: No data found, symbol may be delisted\n",
      "- CYTX: No data found, symbol may be delisted\n",
      "- CYTX: No data found, symbol may be delisted\n",
      "- CZFC: No data found, symbol may be delisted\n",
      "- CZFC: No data found, symbol may be delisted\n",
      "- CZFC: No data found, symbol may be delisted\n",
      "- CZFC: No data found, symbol may be delisted\n",
      "- DAFX: No data found, symbol may be delisted\n",
      "- DAGM: No data found for this date range, symbol may be delisted\n",
      "- DAGM: No data found for this date range, symbol may be delisted\n",
      "- DAGM: No data found for this date range, symbol may be delisted\n",
      "- DAGM: No data found for this date range, symbol may be delisted\n",
      "- DAKO: No data found for this date range, symbol may be delisted\n",
      "- DAKO: No data found for this date range, symbol may be delisted\n",
      "- DAKP: No data found for this date range, symbol may be delisted\n",
      "- DAKP: No data found for this date range, symbol may be delisted\n",
      "- DAKP: No data found for this date range, symbol may be delisted\n",
      "- DAKP: No data found for this date range, symbol may be delisted\n",
      "- DAML: No data found, symbol may be delisted\n",
      "- DAML: No data found, symbol may be delisted\n",
      "- DAML: No data found, symbol may be delisted\n",
      "- DAML: No data found, symbol may be delisted\n",
      "- DATA: No data found, symbol may be delisted\n",
      "- DATA: No data found, symbol may be delisted\n",
      "- DATA: No data found, symbol may be delisted\n",
      "- DAVE: No data found, symbol may be delisted\n",
      "- DAVE: No data found, symbol may be delisted\n",
      "- DAVE: No data found, symbol may be delisted\n",
      "- DAVE: No data found, symbol may be delisted\n",
      "- DBLE: No data found for this date range, symbol may be delisted\n",
      "- DBLE: No data found for this date range, symbol may be delisted\n",
      "- DBLE: No data found for this date range, symbol may be delisted\n",
      "- DCBF: No data found for this date range, symbol may be delisted\n",
      "- DCBF: No data found for this date range, symbol may be delisted\n",
      "- DCBF: No data found for this date range, symbol may be delisted\n",
      "- DCBF: No data found for this date range, symbol may be delisted\n",
      "- DCBR: No data found for this date range, symbol may be delisted\n",
      "- DCBR: No data found for this date range, symbol may be delisted\n",
      "- DCDC: No data found, symbol may be delisted\n",
      "- DCDC: No data found, symbol may be delisted\n",
      "- DCIN: No data found for this date range, symbol may be delisted\n",
      "- DCMG: No data found for this date range, symbol may be delisted\n",
      "- DCMG: No data found for this date range, symbol may be delisted\n",
      "- DCMG: No data found for this date range, symbol may be delisted\n",
      "- DCMG: No data found for this date range, symbol may be delisted\n",
      "- DCMT: No data found for this date range, symbol may be delisted\n",
      "- DCTH: Data doesn't exist for startDate = 1355115600, endDate = 1365825600\n",
      "- DCTH: Data doesn't exist for startDate = 1386565200, endDate = 1397275200\n",
      "- DCTH: Data doesn't exist for startDate = 1418014800, endDate = 1428724800\n",
      "- DCTH: Data doesn't exist for startDate = 1450242000, endDate = 1460952000\n",
      "- DCU: No data found for this date range, symbol may be delisted\n",
      "- DCU: No data found for this date range, symbol may be delisted\n",
      "- DCU: No data found for this date range, symbol may be delisted\n",
      "- DCU: No data found for this date range, symbol may be delisted\n",
      "- DDCC: No data found for this date range, symbol may be delisted\n",
      "- DDCC: No data found for this date range, symbol may be delisted\n",
      "- DDCC: No data found for this date range, symbol may be delisted\n",
      "- DDDC: No data found for this date range, symbol may be delisted\n",
      "- DDDC: No data found for this date range, symbol may be delisted\n",
      "- DDDC: No data found for this date range, symbol may be delisted\n",
      "- DDE: No data found, symbol may be delisted\n",
      "- DDE: No data found, symbol may be delisted\n",
      "- DDE: No data found, symbol may be delisted\n",
      "- DDE: No data found, symbol may be delisted\n",
      "- DDOO: No data found for this date range, symbol may be delisted\n",
      "- DDOO: No data found for this date range, symbol may be delisted\n",
      "- DDOO: No data found for this date range, symbol may be delisted\n",
      "- DDOO: No data found for this date range, symbol may be delisted\n",
      "- DDXS: No data found for this date range, symbol may be delisted\n",
      "- DDXS: No data found for this date range, symbol may be delisted\n",
      "- DDXS: No data found for this date range, symbol may be delisted\n",
      "- DDXS: No data found for this date range, symbol may be delisted\n",
      "- DECS: No data found, symbol may be delisted\n",
      "- DELL: Data doesn't exist for startDate = 1355029200, endDate = 1365739200\n",
      "- DEPO: No data found for this date range, symbol may be delisted\n",
      "- DEPO: No data found for this date range, symbol may be delisted\n",
      "- DEPO: No data found for this date range, symbol may be delisted\n",
      "- DEPO: No data found for this date range, symbol may be delisted\n",
      "- DEST: No data found for this date range, symbol may be delisted\n",
      "- DEST: No data found for this date range, symbol may be delisted\n",
      "- DEST: No data found for this date range, symbol may be delisted\n",
      "- DEYU: No data found for this date range, symbol may be delisted\n",
      "- DEYU: No data found for this date range, symbol may be delisted\n",
      "- DEYU: No data found for this date range, symbol may be delisted\n",
      "- DF: No data found, symbol may be delisted\n",
      "- DF: No data found, symbol may be delisted\n",
      "- DF: No data found, symbol may be delisted\n",
      "- DF: No data found, symbol may be delisted\n",
      "- DFRG: No data found, symbol may be delisted\n",
      "- DFRG: No data found, symbol may be delisted\n",
      "- DFRG: No data found, symbol may be delisted\n",
      "- DFRG: No data found, symbol may be delisted\n",
      "- DFRH: No data found for this date range, symbol may be delisted\n",
      "- DFRH: No data found for this date range, symbol may be delisted\n",
      "- DFRH: No data found for this date range, symbol may be delisted\n",
      "- DFRH: No data found for this date range, symbol may be delisted\n",
      "- DFT: No data found for this date range, symbol may be delisted\n",
      "- DFT: No data found for this date range, symbol may be delisted\n",
      "- DFT: No data found for this date range, symbol may be delisted\n",
      "- DFT: No data found for this date range, symbol may be delisted\n",
      "- DFZ: No data found for this date range, symbol may be delisted\n",
      "- DGAS: No data found for this date range, symbol may be delisted\n",
      "- DGAS: No data found for this date range, symbol may be delisted\n",
      "- DGAS: No data found for this date range, symbol may be delisted\n",
      "- DGAS: No data found for this date range, symbol may be delisted\n",
      "- DGI: No data found for this date range, symbol may be delisted\n",
      "- DGI: No data found for this date range, symbol may be delisted\n",
      "- DGI: No data found for this date range, symbol may be delisted\n",
      "- DGI: No data found for this date range, symbol may be delisted\n",
      "- DGRN: No data found, symbol may be delisted\n",
      "- DGSE: No data found, symbol may be delisted\n",
      "- DGSE: No data found, symbol may be delisted\n",
      "- DGSE: No data found, symbol may be delisted\n",
      "- DGSE: No data found, symbol may be delisted\n",
      "- DHBR: No data found, symbol may be delisted\n",
      "- DHBR: No data found, symbol may be delisted\n",
      "- DHRM: No data found for this date range, symbol may be delisted\n",
      "- DIAL: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- DIDG: No data found for this date range, symbol may be delisted\n",
      "- DIDG: No data found for this date range, symbol may be delisted\n",
      "- DIGA: No data found for this date range, symbol may be delisted\n",
      "- DIGA: No data found for this date range, symbol may be delisted\n",
      "- DIIG: No data found for this date range, symbol may be delisted\n",
      "- DIIG: No data found for this date range, symbol may be delisted\n",
      "- DIIG: No data found for this date range, symbol may be delisted\n",
      "- DIIG: No data found for this date range, symbol may be delisted\n",
      "- DIL: No data found for this date range, symbol may be delisted\n",
      "- DIL: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- DIL: No data found for this date range, symbol may be delisted\n",
      "- DIL: No data found for this date range, symbol may be delisted\n",
      "- DIMU: No data found, symbol may be delisted\n",
      "- DIMU: No data found, symbol may be delisted\n",
      "- DIMU: No data found, symbol may be delisted\n",
      "- DIRI: No data found for this date range, symbol may be delisted\n",
      "- DIRI: No data found for this date range, symbol may be delisted\n",
      "- DIRI: No data found for this date range, symbol may be delisted\n",
      "- DIRI: No data found for this date range, symbol may be delisted\n",
      "- DIVALL: No data found, symbol may be delisted\n",
      "- DIVALL: No data found, symbol may be delisted\n",
      "- DIVALL: No data found, symbol may be delisted\n",
      "- DIVALL: No data found, symbol may be delisted\n",
      "- DJRT: No data found for this date range, symbol may be delisted\n",
      "- DJRT: No data found for this date range, symbol may be delisted\n",
      "- DJRT: No data found for this date range, symbol may be delisted\n",
      "- DKII: No data found for this date range, symbol may be delisted\n",
      "- DKII: No data found for this date range, symbol may be delisted\n",
      "- DKII: No data found for this date range, symbol may be delisted\n",
      "- DLGC: No data found for this date range, symbol may be delisted\n",
      "- DLGC: No data found for this date range, symbol may be delisted\n",
      "- DLIA: No data found for this date range, symbol may be delisted\n",
      "- DLIA: No data found for this date range, symbol may be delisted\n",
      "- DLKM: No data found, symbol may be delisted\n",
      "- DLKM: No data found, symbol may be delisted\n",
      "- DLKM: No data found, symbol may be delisted\n",
      "- DLKM: No data found, symbol may be delisted\n",
      "- DLLR: No data found for this date range, symbol may be delisted\n",
      "- DLPH: Data doesn't exist for startDate = 1352523600, endDate = 1363233600\n",
      "- DLPH: Data doesn't exist for startDate = 1383973200, endDate = 1394683200\n",
      "- DLPH: Data doesn't exist for startDate = 1415422800, endDate = 1426132800\n",
      "- DLPH: Data doesn't exist for startDate = 1446872400, endDate = 1457586000\n",
      "- DLRI: No data found for this date range, symbol may be delisted\n",
      "- DLRI: No data found for this date range, symbol may be delisted\n",
      "- DLRI: No data found for this date range, symbol may be delisted\n",
      "- DLTZ: No data found for this date range, symbol may be delisted\n",
      "- DLTZ: No data found for this date range, symbol may be delisted\n",
      "- DLTZ: No data found for this date range, symbol may be delisted\n",
      "- DLTZ: No data found for this date range, symbol may be delisted\n",
      "- DM: Data doesn't exist for startDate = 1354683600, endDate = 1365393600\n",
      "- DMD: No data found for this date range, symbol may be delisted\n",
      "- DMD: No data found for this date range, symbol may be delisted\n",
      "- DMD: No data found for this date range, symbol may be delisted\n",
      "- DMD: No data found for this date range, symbol may be delisted\n",
      "- DMND: No data found for this date range, symbol may be delisted\n",
      "- DMND: No data found for this date range, symbol may be delisted\n",
      "- DMND: No data found for this date range, symbol may be delisted\n",
      "- DMTX: No data found for this date range, symbol may be delisted\n",
      "- DNAI: No data found for this date range, symbol may be delisted\n",
      "- DNAP: No data found for this date range, symbol may be delisted\n",
      "- DNAP: No data found for this date range, symbol may be delisted\n",
      "- DNAP: No data found for this date range, symbol may be delisted\n",
      "- DNAP: No data found for this date range, symbol may be delisted\n",
      "- DNBF: No data found, symbol may be delisted\n",
      "- DNBF: No data found, symbol may be delisted\n",
      "- DNBF: No data found, symbol may be delisted\n",
      "- DNBF: No data found, symbol may be delisted\n",
      "- DNDN: No data found for this date range, symbol may be delisted\n",
      "- DNDN: No data found for this date range, symbol may be delisted\n",
      "- DNE: Data doesn't exist for startDate = 1354683600, endDate = 1365393600\n",
      "- DNE: Data doesn't exist for startDate = 1386133200, endDate = 1396843200\n",
      "- DNTK: No data found for this date range, symbol may be delisted\n",
      "- DNTK: No data found for this date range, symbol may be delisted\n",
      "- DNTK: No data found for this date range, symbol may be delisted\n",
      "- DNTK: No data found for this date range, symbol may be delisted\n",
      "1750 3812 712\n",
      "- DOIG: No data found for this date range, symbol may be delisted\n",
      "- DOIG: No data found for this date range, symbol may be delisted\n",
      "- DOLE: No data found for this date range, symbol may be delisted\n",
      "- DOMK: Data doesn't exist for startDate = 1371009600, endDate = 1381723200\n",
      "- DOMK: Data doesn't exist for startDate = 1401249600, endDate = 1411963200\n",
      "- DOMK: Data doesn't exist for startDate = 1434168000, endDate = 1444881600\n",
      "- DOVR: No data found for this date range, symbol may be delisted\n",
      "- DOVR: No data found for this date range, symbol may be delisted\n",
      "- DOVR: No data found for this date range, symbol may be delisted\n",
      "- DOW: Data doesn't exist for startDate = 1352869200, endDate = 1363579200\n",
      "- DOW: Data doesn't exist for startDate = 1384318800, endDate = 1395028800\n",
      "- DOW: Data doesn't exist for startDate = 1415768400, endDate = 1426478400\n",
      "- DOW: Data doesn't exist for startDate = 1447218000, endDate = 1457928000\n",
      "- DPDM: No data found for this date range, symbol may be delisted\n",
      "- DPDM: No data found for this date range, symbol may be delisted\n",
      "- DPDM: No data found for this date range, symbol may be delisted\n",
      "- DPDM: No data found for this date range, symbol may be delisted\n",
      "- DPRX: No data found for this date range, symbol may be delisted\n",
      "- DPRX: No data found for this date range, symbol may be delisted\n",
      "- DPS: No data found for this date range, symbol may be delisted\n",
      "- DPS: No data found for this date range, symbol may be delisted\n",
      "- DPS: No data found for this date range, symbol may be delisted\n",
      "- DPS: No data found for this date range, symbol may be delisted\n",
      "- DPTR: No data found for this date range, symbol may be delisted\n",
      "- DPTR: No data found for this date range, symbol may be delisted\n",
      "- DPTR: No data found for this date range, symbol may be delisted\n",
      "- DPTR: No data found for this date range, symbol may be delisted\n",
      "- DRAM: No data found for this date range, symbol may be delisted\n",
      "- DRAM: No data found for this date range, symbol may be delisted\n",
      "- DRAM: No data found for this date range, symbol may be delisted\n",
      "- DRAM: No data found for this date range, symbol may be delisted\n",
      "- DRCO: Data doesn't exist for startDate = 1355547600, endDate = 1366257600\n",
      "- DRHC: No data found, symbol may be delisted\n",
      "- DRHC: No data found, symbol may be delisted\n",
      "- DRHC: No data found, symbol may be delisted\n",
      "- DRII: No data found for this date range, symbol may be delisted\n",
      "- DRII: No data found for this date range, symbol may be delisted\n",
      "- DRII: No data found for this date range, symbol may be delisted\n",
      "- DRIV: Data doesn't exist for startDate = 1353733200, endDate = 1364443200\n",
      "- DRIV: Data doesn't exist for startDate = 1385442000, endDate = 1396152000\n",
      "- DRTX: No data found for this date range, symbol may be delisted\n",
      "- DRTX: No data found for this date range, symbol may be delisted\n",
      "- DSCI: No data found for this date range, symbol may be delisted\n",
      "- DSCI: No data found for this date range, symbol may be delisted\n",
      "- DSCI: No data found for this date range, symbol may be delisted\n",
      "- DSCI: No data found for this date range, symbol may be delisted\n",
      "- DSCO: No data found for this date range, symbol may be delisted\n",
      "- DSCO: No data found for this date range, symbol may be delisted\n",
      "- DSCO: No data found for this date range, symbol may be delisted\n",
      "- DSCO: No data found for this date range, symbol may be delisted\n",
      "- DSETD: No data found, symbol may be delisted\n",
      "- DSETD: No data found, symbol may be delisted\n",
      "- DSETD: No data found, symbol may be delisted\n",
      "- DSETD: No data found, symbol may be delisted\n",
      "- DSFX: No data found, symbol may be delisted\n",
      "- DSFX: No data found, symbol may be delisted\n",
      "- DSFX: No data found, symbol may be delisted\n",
      "- DSFX: No data found, symbol may be delisted\n",
      "- DSKX: No data found, symbol may be delisted\n",
      "- DSKX: No data found, symbol may be delisted\n",
      "- DSKX: No data found, symbol may be delisted\n",
      "- DSKX: No data found, symbol may be delisted\n",
      "- DSNS: No data found, symbol may be delisted\n",
      "- DSNS: No data found, symbol may be delisted\n",
      "- DSW: No data found, symbol may be delisted\n",
      "- DSW: No data found, symbol may be delisted\n",
      "- DSW: No data found, symbol may be delisted\n",
      "- DSW: No data found, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- DTLA: No data found, symbol may be delisted\n",
      "- DTLA: No data found, symbol may be delisted\n",
      "- DTLA: No data found, symbol may be delisted\n",
      "- DTLK: No data found for this date range, symbol may be delisted\n",
      "- DTLK: No data found for this date range, symbol may be delisted\n",
      "- DTLK: No data found for this date range, symbol may be delisted\n",
      "- DTLK: No data found for this date range, symbol may be delisted\n",
      "- DTOR: No data found for this date range, symbol may be delisted\n",
      "- DTOR: No data found for this date range, symbol may be delisted\n",
      "- DTSI: No data found for this date range, symbol may be delisted\n",
      "- DTSI: No data found for this date range, symbol may be delisted\n",
      "- DTSI: No data found for this date range, symbol may be delisted\n",
      "- DTSI: No data found for this date range, symbol may be delisted\n",
      "- DTV: No data found, symbol may be delisted\n",
      "- DTV: No data found, symbol may be delisted\n",
      "- DTV: No data found, symbol may be delisted\n",
      "- DUCK: No data found for this date range, symbol may be delisted\n",
      "- DUCK: No data found for this date range, symbol may be delisted\n",
      "- DUMA: No data found for this date range, symbol may be delisted\n",
      "- DUMA: No data found for this date range, symbol may be delisted\n",
      "- DUMA: No data found for this date range, symbol may be delisted\n",
      "- DV: Data doesn't exist for startDate = 1369713600, endDate = 1380427200\n",
      "- DV: Data doesn't exist for startDate = 1401076800, endDate = 1411790400\n",
      "- DV: Data doesn't exist for startDate = 1432612800, endDate = 1443326400\n",
      "- DV: Data doesn't exist for startDate = 1464062400, endDate = 1474776000\n",
      "- DVCOD: No data found, symbol may be delisted\n",
      "- DVCOD: No data found, symbol may be delisted\n",
      "- DVCOD: No data found, symbol may be delisted\n",
      "- DVFN: No data found, symbol may be delisted\n",
      "- DVFN: No data found, symbol may be delisted\n",
      "- DVFN: No data found, symbol may be delisted\n",
      "- DVGL: No data found, symbol may be delisted\n",
      "- DVOX: No data found for this date range, symbol may be delisted\n",
      "- DVR: Data doesn't exist for startDate = 1354683600, endDate = 1365393600\n",
      "- DVR: Data doesn't exist for startDate = 1386478800, endDate = 1397188800\n",
      "- DW: No data found for this date range, symbol may be delisted\n",
      "- DW: No data found for this date range, symbol may be delisted\n",
      "- DW: No data found for this date range, symbol may be delisted\n",
      "- DW: No data found for this date range, symbol may be delisted\n",
      "- DWA: No data found for this date range, symbol may be delisted\n",
      "- DWA: No data found for this date range, symbol may be delisted\n",
      "- DWA: No data found for this date range, symbol may be delisted\n",
      "- DWA: No data found for this date range, symbol may be delisted\n",
      "- DWMA: No data found for this date range, symbol may be delisted\n",
      "- DWMA: No data found for this date range, symbol may be delisted\n",
      "- DWMA: No data found for this date range, symbol may be delisted\n",
      "- DWMA: No data found for this date range, symbol may be delisted\n",
      "- DWRE: No data found for this date range, symbol may be delisted\n",
      "- DWRE: No data found for this date range, symbol may be delisted\n",
      "- DWRE: No data found for this date range, symbol may be delisted\n",
      "- DWRE: No data found for this date range, symbol may be delisted\n",
      "- DXM: No data found for this date range, symbol may be delisted\n",
      "- DXM: No data found for this date range, symbol may be delisted\n",
      "- DYAP: No data found, symbol may be delisted\n",
      "- DYAP: No data found, symbol may be delisted\n",
      "- DYAP: No data found, symbol may be delisted\n",
      "- DYAP: No data found, symbol may be delisted\n",
      "- DYAX: No data found for this date range, symbol may be delisted\n",
      "- DYAX: No data found for this date range, symbol may be delisted\n",
      "- DYAX: No data found for this date range, symbol may be delisted\n",
      "- DYGO: No data found, symbol may be delisted\n",
      "- DYGO: No data found, symbol may be delisted\n",
      "- DYGO: No data found, symbol may be delisted\n",
      "- DYGO: No data found, symbol may be delisted\n",
      "- DYII: No data found, symbol may be delisted\n",
      "- DYII: No data found, symbol may be delisted\n",
      "- DYII: No data found, symbol may be delisted\n",
      "- DYII: No data found, symbol may be delisted\n",
      "- DYNH: No data found, symbol may be delisted\n",
      "- DYNH: No data found, symbol may be delisted\n",
      "- EAC: No data found for this date range, symbol may be delisted\n",
      "- EAC: No data found for this date range, symbol may be delisted\n",
      "- EAC: No data found for this date range, symbol may be delisted\n",
      "- EAC: No data found for this date range, symbol may be delisted\n",
      "- EAGL: Data doesn't exist for startDate = 1387861200, endDate = 1398571200\n",
      "- EAGL: Data doesn't exist for startDate = 1418446800, endDate = 1429156800\n",
      "- EAVR: No data found, symbol may be delisted\n",
      "- EBDM: No data found, symbol may be delisted\n",
      "- EBDM: No data found, symbol may be delisted\n",
      "- EBIO: No data found for this date range, symbol may be delisted\n",
      "- EBIO: No data found for this date range, symbol may be delisted\n",
      "- EBIO: No data found for this date range, symbol may be delisted\n",
      "- ECACU: No data found for this date range, symbol may be delisted\n",
      "- ECAU: Data doesn't exist for startDate = 1358053200, endDate = 1368763200\n",
      "- ECAU: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- ECDV: No data found for this date range, symbol may be delisted\n",
      "- ECDV: No data found for this date range, symbol may be delisted\n",
      "- ECDV: No data found for this date range, symbol may be delisted\n",
      "- ECIG: No data found for this date range, symbol may be delisted\n",
      "- ECIG: No data found for this date range, symbol may be delisted\n",
      "- ECIG: No data found for this date range, symbol may be delisted\n",
      "- ECIG: No data found for this date range, symbol may be delisted\n",
      "- ECOB: No data found, symbol may be delisted\n",
      "- ECOB: No data found, symbol may be delisted\n",
      "- ECOB: No data found, symbol may be delisted\n",
      "- ECOB: No data found, symbol may be delisted\n",
      "- ECOC: Data doesn't exist for startDate = 1421038800, endDate = 1431748800\n",
      "- ECOC: Data doesn't exist for startDate = 1421125200, endDate = 1431835200\n",
      "- ECOC: Data doesn't exist for startDate = 1421211600, endDate = 1431921600\n",
      "- ECOC: Data doesn't exist for startDate = 1440561600, endDate = 1451278800\n",
      "- ECOO: No data found, symbol may be delisted\n",
      "- ECOO: No data found, symbol may be delisted\n",
      "- ECP: Data doesn't exist for startDate = 1356498000, endDate = 1367208000\n",
      "- ECP: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- ECP: Data doesn't exist for startDate = 1419656400, endDate = 1430366400\n",
      "- ECP: Data doesn't exist for startDate = 1451278800, endDate = 1461988800\n",
      "- ECR: No data found, symbol may be delisted\n",
      "- ECR: No data found, symbol may be delisted\n",
      "- ECRY: No data found, symbol may be delisted\n",
      "- ECRY: No data found, symbol may be delisted\n",
      "- ECRY: No data found, symbol may be delisted\n",
      "- EDE: No data found for this date range, symbol may be delisted\n",
      "- EDE: No data found for this date range, symbol may be delisted\n",
      "- EDE: No data found for this date range, symbol may be delisted\n",
      "- EDE: No data found for this date range, symbol may be delisted\n",
      "- EDGE: No data found for this date range, symbol may be delisted\n",
      "- EDGH: No data found for this date range, symbol may be delisted\n",
      "- EDIG: No data found, symbol may be delisted\n",
      "- EDIG: No data found, symbol may be delisted\n",
      "- EDIG: No data found, symbol may be delisted\n",
      "- EDIG: No data found, symbol may be delisted\n",
      "- EDMC: No data found for this date range, symbol may be delisted\n",
      "- EDMC: No data found for this date range, symbol may be delisted\n",
      "- EDR: No data found, symbol may be delisted\n",
      "- EDR: No data found, symbol may be delisted\n",
      "- EDR: No data found, symbol may be delisted\n",
      "- EDR: No data found, symbol may be delisted\n",
      "- EDVP: No data found for this date range, symbol may be delisted\n",
      "- EDVP: No data found for this date range, symbol may be delisted\n",
      "- EDVP: No data found for this date range, symbol may be delisted\n",
      "- EEDG: No data found, symbol may be delisted\n",
      "- EEDG: No data found, symbol may be delisted\n",
      "- EEI: No data found, symbol may be delisted\n",
      "- EEI: No data found, symbol may be delisted\n",
      "- EEI: No data found, symbol may be delisted\n",
      "- EEI: No data found, symbol may be delisted\n",
      "- EFII: No data found, symbol may be delisted\n",
      "- EFII: No data found, symbol may be delisted\n",
      "- EFII: No data found, symbol may be delisted\n",
      "- EFII: No data found, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- EFLO: No data found for this date range, symbol may be delisted\n",
      "- EFLO: No data found for this date range, symbol may be delisted\n",
      "- EFRC: No data found, symbol may be delisted\n",
      "- EFTB: No data found, symbol may be delisted\n",
      "- EFTB: No data found, symbol may be delisted\n",
      "- EFTB: No data found, symbol may be delisted\n",
      "- EFTB: No data found, symbol may be delisted\n",
      "- EGCT: No data found for this date range, symbol may be delisted\n",
      "- EGCT: No data found for this date range, symbol may be delisted\n",
      "- EGCT: No data found for this date range, symbol may be delisted\n",
      "- EGCT: No data found for this date range, symbol may be delisted\n",
      "- EGL: Data doesn't exist for startDate = 1355806800, endDate = 1366516800\n",
      "- EGL: Data doesn't exist for startDate = 1386651600, endDate = 1397361600\n",
      "- EGL: Data doesn't exist for startDate = 1417410000, endDate = 1428120000\n",
      "- EGLT: No data found for this date range, symbol may be delisted\n",
      "- EGLT: No data found for this date range, symbol may be delisted\n",
      "- EGLT: No data found for this date range, symbol may be delisted\n",
      "- EGRV: No data found, symbol may be delisted\n",
      "- EGRV: No data found, symbol may be delisted\n",
      "- EGRV: No data found, symbol may be delisted\n",
      "- EHMI: Data doesn't exist for startDate = 1358139600, endDate = 1368849600\n",
      "- EHMI: Data doesn't exist for startDate = 1389589200, endDate = 1400299200\n",
      "- EITC: No data found, symbol may be delisted\n",
      "- EITC: No data found, symbol may be delisted\n",
      "- EITC: No data found, symbol may be delisted\n",
      "- EITC: No data found, symbol may be delisted\n",
      "- EJXR: No data found, symbol may be delisted\n",
      "- EJXR: No data found, symbol may be delisted\n",
      "- EJXR: No data found, symbol may be delisted\n",
      "- EJXR: No data found, symbol may be delisted\n",
      "- EKFC: No data found for this date range, symbol may be delisted\n",
      "- EKFC: No data found for this date range, symbol may be delisted\n",
      "- EKFC: No data found for this date range, symbol may be delisted\n",
      "- ELAY: No data found, symbol may be delisted\n",
      "- ELAY: No data found, symbol may be delisted\n",
      "- ELDO: No data found for this date range, symbol may be delisted\n",
      "- ELDO: No data found for this date range, symbol may be delisted\n",
      "- ELDO: No data found for this date range, symbol may be delisted\n",
      "- ELEC: Data doesn't exist for startDate = 1355288400, endDate = 1365998400\n",
      "- ELEC: Data doesn't exist for startDate = 1401681600, endDate = 1412395200\n",
      "- ELEC: Data doesn't exist for startDate = 1422421200, endDate = 1433131200\n",
      "- ELGO: No data found for this date range, symbol may be delisted\n",
      "- ELLI: No data found, symbol may be delisted\n",
      "- ELLI: No data found, symbol may be delisted\n",
      "- ELLI: No data found, symbol may be delisted\n",
      "- ELLI: No data found, symbol may be delisted\n",
      "- ELNK: No data found for this date range, symbol may be delisted\n",
      "- ELNK: No data found for this date range, symbol may be delisted\n",
      "- ELNK: No data found for this date range, symbol may be delisted\n",
      "- ELNK: No data found for this date range, symbol may be delisted\n",
      "- ELQV: No data found, symbol may be delisted\n",
      "- ELQV: No data found, symbol may be delisted\n",
      "- ELQV: No data found, symbol may be delisted\n",
      "- ELRC: No data found for this date range, symbol may be delisted\n",
      "- ELRC: No data found for this date range, symbol may be delisted\n",
      "- ELRC: No data found for this date range, symbol may be delisted\n",
      "- ELRC: No data found for this date range, symbol may be delisted\n",
      "- ELX: No data found for this date range, symbol may be delisted\n",
      "- ELX: No data found for this date range, symbol may be delisted\n",
      "- EM: Data doesn't exist for startDate = 1355547600, endDate = 1366257600\n",
      "- EM: Data doesn't exist for startDate = 1386997200, endDate = 1397707200\n",
      "- EM: No data found for this date range, symbol may be delisted\n",
      "- EMCI: No data found, symbol may be delisted\n",
      "- EMCI: No data found, symbol may be delisted\n",
      "- EMCI: No data found, symbol may be delisted\n",
      "- EMCI: No data found, symbol may be delisted\n",
      "- EMDH: No data found for this date range, symbol may be delisted\n",
      "- EMDH: No data found for this date range, symbol may be delisted\n",
      "- EMDH: No data found for this date range, symbol may be delisted\n",
      "- EMDH: No data found for this date range, symbol may be delisted\n",
      "- EMPL: No data found, symbol may be delisted\n",
      "- END: No data found for this date range, symbol may be delisted\n",
      "- END: No data found for this date range, symbol may be delisted\n",
      "- END: No data found for this date range, symbol may be delisted\n",
      "- ENEC: No data found, symbol may be delisted\n",
      "- ENEC: No data found, symbol may be delisted\n",
      "- ENEC: No data found, symbol may be delisted\n",
      "- ENEC: No data found, symbol may be delisted\n",
      "- ENH: No data found for this date range, symbol may be delisted\n",
      "- ENH: No data found for this date range, symbol may be delisted\n",
      "- ENH: No data found for this date range, symbol may be delisted\n",
      "- ENH: No data found for this date range, symbol may be delisted\n",
      "- ENIP: No data found, symbol may be delisted\n",
      "- ENIP: No data found, symbol may be delisted\n",
      "- ENIP: No data found, symbol may be delisted\n",
      "- ENIP: No data found, symbol may be delisted\n",
      "- ENMD: No data found for this date range, symbol may be delisted\n",
      "- ENMD: No data found for this date range, symbol may be delisted\n",
      "- ENMD: No data found for this date range, symbol may be delisted\n",
      "- ENMD: No data found for this date range, symbol may be delisted\n",
      "- ENN: No data found for this date range, symbol may be delisted\n",
      "- ENN: No data found for this date range, symbol may be delisted\n",
      "- ENOC: No data found for this date range, symbol may be delisted\n",
      "- ENOC: No data found for this date range, symbol may be delisted\n",
      "- ENOC: No data found for this date range, symbol may be delisted\n",
      "- ENOC: No data found for this date range, symbol may be delisted\n",
      "- ENR: Data doesn't exist for startDate = 1376971200, endDate = 1387688400\n",
      "- ENR: Data doesn't exist for startDate = 1408248000, endDate = 1418965200\n",
      "- ENTR: Data doesn't exist for startDate = 1354078800, endDate = 1364788800\n",
      "- ENTR: Data doesn't exist for startDate = 1385182800, endDate = 1395892800\n",
      "- ENTR: Data doesn't exist for startDate = 1416718800, endDate = 1427428800\n",
      "- ENVI: No data found for this date range, symbol may be delisted\n",
      "- ENVI: No data found for this date range, symbol may be delisted\n",
      "- ENVI: No data found for this date range, symbol may be delisted\n",
      "2000 4348 816\n",
      "- ENZR: No data found for this date range, symbol may be delisted\n",
      "- ENZR: No data found for this date range, symbol may be delisted\n",
      "- ENZR: No data found for this date range, symbol may be delisted\n",
      "- ENZR: No data found for this date range, symbol may be delisted\n",
      "- EONC: No data found for this date range, symbol may be delisted\n",
      "- EONC: No data found for this date range, symbol may be delisted\n",
      "- EONC: No data found for this date range, symbol may be delisted\n",
      "- EOPN: No data found for this date range, symbol may be delisted\n",
      "- EOPN: No data found for this date range, symbol may be delisted\n",
      "- EOX: No data found for this date range, symbol may be delisted\n",
      "- EOX: No data found for this date range, symbol may be delisted\n",
      "- EOX: No data found for this date range, symbol may be delisted\n",
      "- EPAQ: No data found, symbol may be delisted\n",
      "- EPAQ: No data found, symbol may be delisted\n",
      "- EPAQ: No data found, symbol may be delisted\n",
      "- EPAX: No data found for this date range, symbol may be delisted\n",
      "- EPAX: No data found for this date range, symbol may be delisted\n",
      "- EPAX: No data found for this date range, symbol may be delisted\n",
      "- EPB: No data found for this date range, symbol may be delisted\n",
      "- EPB: No data found for this date range, symbol may be delisted\n",
      "- EPCTD: No data found, symbol may be delisted\n",
      "- EPCTD: No data found, symbol may be delisted\n",
      "- EPCTD: No data found, symbol may be delisted\n",
      "- EPCTD: No data found, symbol may be delisted\n",
      "- EPE: No data found, symbol may be delisted\n",
      "- EPE: No data found, symbol may be delisted\n",
      "- EPE: No data found, symbol may be delisted\n",
      "- EPIQ: No data found for this date range, symbol may be delisted\n",
      "- EPIQ: No data found for this date range, symbol may be delisted\n",
      "- EPIQ: No data found for this date range, symbol may be delisted\n",
      "- EPIQ: No data found for this date range, symbol may be delisted\n",
      "- EPL: No data found for this date range, symbol may be delisted\n",
      "- EPL: No data found for this date range, symbol may be delisted\n",
      "- EPL: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- EPOC: No data found, symbol may be delisted\n",
      "- EQU: No data found for this date range, symbol may be delisted\n",
      "- EQU: No data found for this date range, symbol may be delisted\n",
      "- EQY: No data found for this date range, symbol may be delisted\n",
      "- EQY: No data found for this date range, symbol may be delisted\n",
      "- EQY: No data found for this date range, symbol may be delisted\n",
      "- EQY: No data found for this date range, symbol may be delisted\n",
      "- ERB: No data found for this date range, symbol may be delisted\n",
      "- ERB: No data found for this date range, symbol may be delisted\n",
      "- ERB: No data found for this date range, symbol may be delisted\n",
      "- ERI: Data doesn't exist for startDate = 1356498000, endDate = 1367208000\n",
      "- ERI: Data doesn't exist for startDate = 1389502800, endDate = 1400212800\n",
      "- EROC: No data found for this date range, symbol may be delisted\n",
      "- EROC: No data found for this date range, symbol may be delisted\n",
      "- EROC: No data found for this date range, symbol may be delisted\n",
      "- ERS: No data found for this date range, symbol may be delisted\n",
      "- ERS: No data found for this date range, symbol may be delisted\n",
      "- ERS: No data found for this date range, symbol may be delisted\n",
      "- ERS: No data found for this date range, symbol may be delisted\n",
      "- ERSD: No data found for this date range, symbol may be delisted\n",
      "- ERWF: No data found, symbol may be delisted\n",
      "- ERWF: No data found, symbol may be delisted\n",
      "- ESA: No data found for this date range, symbol may be delisted\n",
      "- ESA: No data found for this date range, symbol may be delisted\n",
      "- ESA: No data found for this date range, symbol may be delisted\n",
      "- ESA: No data found for this date range, symbol may be delisted\n",
      "- ESBF: No data found for this date range, symbol may be delisted\n",
      "- ESBF: No data found for this date range, symbol may be delisted\n",
      "- ESC: No data found for this date range, symbol may be delisted\n",
      "- ESC: No data found for this date range, symbol may be delisted\n",
      "- ESCL: No data found for this date range, symbol may be delisted\n",
      "- ESI: Data doesn't exist for startDate = 1353474000, endDate = 1364184000\n",
      "- ESL: No data found, symbol may be delisted\n",
      "- ESL: No data found, symbol may be delisted\n",
      "- ESL: No data found, symbol may be delisted\n",
      "- ESSX: No data found for this date range, symbol may be delisted\n",
      "- ESSX: No data found for this date range, symbol may be delisted\n",
      "- ESSX: No data found for this date range, symbol may be delisted\n",
      "- ESV: No data found, symbol may be delisted\n",
      "- ESV: No data found, symbol may be delisted\n",
      "- ESV: No data found, symbol may be delisted\n",
      "- ESV: No data found, symbol may be delisted\n",
      "- ESWB: No data found for this date range, symbol may be delisted\n",
      "- ESWB: No data found for this date range, symbol may be delisted\n",
      "- ESWB: No data found for this date range, symbol may be delisted\n",
      "- ESWB: No data found for this date range, symbol may be delisted\n",
      "- ESYS: Data doesn't exist for startDate = 1365393600, endDate = 1376107200\n",
      "- ESYS: Data doesn't exist for startDate = 1397275200, endDate = 1407988800\n",
      "- ETAK: No data found for this date range, symbol may be delisted\n",
      "- ETAK: No data found for this date range, symbol may be delisted\n",
      "- ETAK: No data found for this date range, symbol may be delisted\n",
      "- ETAK: No data found for this date range, symbol may be delisted\n",
      "- ETCR: No data found for this date range, symbol may be delisted\n",
      "- ETLE: No data found, symbol may be delisted\n",
      "- ETRM: No data found for this date range, symbol may be delisted\n",
      "- ETRM: No data found for this date range, symbol may be delisted\n",
      "- ETRM: No data found for this date range, symbol may be delisted\n",
      "- ETRM: No data found for this date range, symbol may be delisted\n",
      "- EURC: No data found for this date range, symbol may be delisted\n",
      "- EURC: No data found for this date range, symbol may be delisted\n",
      "- EURC: No data found for this date range, symbol may be delisted\n",
      "- EURC: No data found for this date range, symbol may be delisted\n",
      "- EVBS: No data found for this date range, symbol may be delisted\n",
      "- EVBS: No data found for this date range, symbol may be delisted\n",
      "- EVBS: No data found for this date range, symbol may be delisted\n",
      "- EVBS: No data found for this date range, symbol may be delisted\n",
      "- EVDY: No data found for this date range, symbol may be delisted\n",
      "- EVDY: No data found for this date range, symbol may be delisted\n",
      "- EVEP: No data found for this date range, symbol may be delisted\n",
      "- EVEP: No data found for this date range, symbol may be delisted\n",
      "- EVEP: No data found for this date range, symbol may be delisted\n",
      "- EVEP: No data found for this date range, symbol may be delisted\n",
      "- EVER: Data doesn't exist for startDate = 1355288400, endDate = 1365998400\n",
      "- EVER: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "- EVER: Data doesn't exist for startDate = 1416373200, endDate = 1427083200\n",
      "- EVER: Data doesn't exist for startDate = 1447822800, endDate = 1458532800\n",
      "- EVLO: Data doesn't exist for startDate = 1413259200, endDate = 1423976400\n",
      "- EVLO: Data doesn't exist for startDate = 1426046400, endDate = 1436760000\n",
      "- EVLO: Data doesn't exist for startDate = 1445140800, endDate = 1455858000\n",
      "- EVRY: No data found for this date range, symbol may be delisted\n",
      "- EVRY: No data found for this date range, symbol may be delisted\n",
      "- EVRY: No data found for this date range, symbol may be delisted\n",
      "- EWEB: No data found for this date range, symbol may be delisted\n",
      "- EWRL: No data found, symbol may be delisted\n",
      "- EWRL: No data found, symbol may be delisted\n",
      "- EWRL: No data found, symbol may be delisted\n",
      "- EWRX: No data found for this date range, symbol may be delisted\n",
      "- EWRX: No data found for this date range, symbol may be delisted\n",
      "- EWRX: No data found for this date range, symbol may be delisted\n",
      "- EWSI: No data found, symbol may be delisted\n",
      "- EWSI: No data found, symbol may be delisted\n",
      "- EWST: No data found for this date range, symbol may be delisted\n",
      "- EWST: No data found for this date range, symbol may be delisted\n",
      "- EWST: No data found for this date range, symbol may be delisted\n",
      "- EWST: No data found for this date range, symbol may be delisted\n",
      "- EXA: No data found for this date range, symbol may be delisted\n",
      "- EXA: No data found for this date range, symbol may be delisted\n",
      "- EXA: No data found for this date range, symbol may be delisted\n",
      "- EXA: No data found for this date range, symbol may be delisted\n",
      "- EXAD: Data doesn't exist for startDate = 1355634000, endDate = 1366344000\n",
      "- EXAD: Data doesn't exist for startDate = 1427774400, endDate = 1438488000\n",
      "- EXAD: Data doesn't exist for startDate = 1432353600, endDate = 1443067200\n",
      "- EXAD: Data doesn't exist for startDate = 1455598800, endDate = 1466308800\n",
      "- EXAM: No data found for this date range, symbol may be delisted\n",
      "- EXAM: No data found for this date range, symbol may be delisted\n",
      "- EXAM: No data found for this date range, symbol may be delisted\n",
      "- EXAM: No data found for this date range, symbol may be delisted\n",
      "- EXAR: No data found for this date range, symbol may be delisted\n",
      "- EXAR: No data found for this date range, symbol may be delisted\n",
      "- EXAR: No data found for this date range, symbol may be delisted\n",
      "- EXAR: No data found for this date range, symbol may be delisted\n",
      "- EXBD: No data found for this date range, symbol may be delisted\n",
      "- EXBD: No data found for this date range, symbol may be delisted\n",
      "- EXBD: No data found for this date range, symbol may be delisted\n",
      "- EXBD: No data found for this date range, symbol may be delisted\n",
      "- EXGP: No data found for this date range, symbol may be delisted\n",
      "- EXGP: No data found for this date range, symbol may be delisted\n",
      "- EXGP: No data found for this date range, symbol may be delisted\n",
      "- EXGP: No data found for this date range, symbol may be delisted\n",
      "- EXH: No data found for this date range, symbol may be delisted\n",
      "- EXH: No data found for this date range, symbol may be delisted\n",
      "- EXH: No data found for this date range, symbol may be delisted\n",
      "- EXH: No data found for this date range, symbol may be delisted\n",
      "- EXJF: No data found for this date range, symbol may be delisted\n",
      "- EXJF: No data found for this date range, symbol may be delisted\n",
      "- EXJF: No data found for this date range, symbol may be delisted\n",
      "- EXJF: No data found for this date range, symbol may be delisted\n",
      "- EXL: No data found for this date range, symbol may be delisted\n",
      "- EXL: No data found for this date range, symbol may be delisted\n",
      "- EXL: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- EXLP: No data found for this date range, symbol may be delisted\n",
      "- EXLP: No data found for this date range, symbol may be delisted\n",
      "- EXLP: No data found for this date range, symbol may be delisted\n",
      "- EXLP: No data found for this date range, symbol may be delisted\n",
      "- EXXI: No data found for this date range, symbol may be delisted\n",
      "- EXXI: No data found for this date range, symbol may be delisted\n",
      "- EXXI: No data found for this date range, symbol may be delisted\n",
      "- EXXI: No data found for this date range, symbol may be delisted\n",
      "- EYNO: No data found, symbol may be delisted\n",
      "- EYNO: No data found, symbol may be delisted\n",
      "- EYNO: No data found, symbol may be delisted\n",
      "- EYNO: No data found, symbol may be delisted\n",
      "- FAC: No data found for this date range, symbol may be delisted\n",
      "- FAC: No data found for this date range, symbol may be delisted\n",
      "- FAC: No data found for this date range, symbol may be delisted\n",
      "- FAC: No data found for this date range, symbol may be delisted\n",
      "- FACT: No data found for this date range, symbol may be delisted\n",
      "- FACT: No data found for this date range, symbol may be delisted\n",
      "- FASV: No data found, symbol may be delisted\n",
      "- FASV: No data found, symbol may be delisted\n",
      "- FASV: No data found, symbol may be delisted\n",
      "- FASV: No data found, symbol may be delisted\n",
      "- FBMI: No data found for this date range, symbol may be delisted\n",
      "- FBMI: No data found for this date range, symbol may be delisted\n",
      "- FBN: No data found for this date range, symbol may be delisted\n",
      "- FBNK: No data found for this date range, symbol may be delisted\n",
      "- FBNK: No data found for this date range, symbol may be delisted\n",
      "- FBNK: No data found for this date range, symbol may be delisted\n",
      "- FBNK: No data found for this date range, symbol may be delisted\n",
      "- FBNKN: No data found for this date range, symbol may be delisted\n",
      "- FBNKN: No data found for this date range, symbol may be delisted\n",
      "- FBNKN: No data found for this date range, symbol may be delisted\n",
      "- FBOR: No data found for this date range, symbol may be delisted\n",
      "- FBOR: No data found for this date range, symbol may be delisted\n",
      "- FBOR: No data found for this date range, symbol may be delisted\n",
      "- FBOR: No data found for this date range, symbol may be delisted\n",
      "- FBRC: No data found for this date range, symbol may be delisted\n",
      "- FBRC: No data found for this date range, symbol may be delisted\n",
      "- FBRC: No data found for this date range, symbol may be delisted\n",
      "- FBRC: No data found for this date range, symbol may be delisted\n",
      "- FCAL: Data doesn't exist for startDate = 1355547600, endDate = 1366257600\n",
      "- FCBI: No data found, symbol may be delisted\n",
      "- FCEA: No data found for this date range, symbol may be delisted\n",
      "- FCEA: No data found for this date range, symbol may be delisted\n",
      "- FCH: No data found for this date range, symbol may be delisted\n",
      "- FCH: No data found for this date range, symbol may be delisted\n",
      "- FCH: No data found for this date range, symbol may be delisted\n",
      "- FCH: No data found for this date range, symbol may be delisted\n",
      "- FCHL: No data found for this date range, symbol may be delisted\n",
      "- FCLF: No data found for this date range, symbol may be delisted\n",
      "- FCLF: No data found for this date range, symbol may be delisted\n",
      "- FCLF: No data found for this date range, symbol may be delisted\n",
      "- FCLF: No data found for this date range, symbol may be delisted\n",
      "- FCPL: No data found for this date range, symbol may be delisted\n",
      "- FCPL: No data found for this date range, symbol may be delisted\n",
      "- FCPL: No data found for this date range, symbol may be delisted\n",
      "- FCPL: No data found for this date range, symbol may be delisted\n",
      "- FCPS: No data found, symbol may be delisted\n",
      "- FCS: No data found for this date range, symbol may be delisted\n",
      "- FCS: No data found for this date range, symbol may be delisted\n",
      "- FCS: No data found for this date range, symbol may be delisted\n",
      "- FCS: No data found for this date range, symbol may be delisted\n",
      "- FCSC: No data found, symbol may be delisted\n",
      "- FCSC: No data found, symbol may be delisted\n",
      "- FCSC: No data found, symbol may be delisted\n",
      "- FCSC: No data found, symbol may be delisted\n",
      "- FCTY: No data found for this date range, symbol may be delisted\n",
      "- FCTY: No data found for this date range, symbol may be delisted\n",
      "- FCTY: No data found for this date range, symbol may be delisted\n",
      "- FCTY: No data found for this date range, symbol may be delisted\n",
      "- FCVA: No data found for this date range, symbol may be delisted\n",
      "- FCVA: No data found for this date range, symbol may be delisted\n",
      "- FCVA: No data found for this date range, symbol may be delisted\n",
      "- FCZA: No data found for this date range, symbol may be delisted\n",
      "- FCZA: No data found for this date range, symbol may be delisted\n",
      "- FCZA: No data found for this date range, symbol may be delisted\n",
      "- FCZA: No data found for this date range, symbol may be delisted\n",
      "- FD: No data found for this date range, symbol may be delisted\n",
      "- FD: No data found for this date range, symbol may be delisted\n",
      "- FD: No data found for this date range, symbol may be delisted\n",
      "- FD: No data found for this date range, symbol may be delisted\n",
      "- FDC: No data found, symbol may be delisted\n",
      "- FDC: No data found, symbol may be delisted\n",
      "- FDC: No data found, symbol may be delisted\n",
      "- FDC: No data found, symbol may be delisted\n",
      "- FDML: No data found for this date range, symbol may be delisted\n",
      "- FDML: No data found for this date range, symbol may be delisted\n",
      "- FDML: No data found for this date range, symbol may be delisted\n",
      "- FDML: No data found for this date range, symbol may be delisted\n",
      "- FDO: No data found for this date range, symbol may be delisted\n",
      "- FDO: No data found for this date range, symbol may be delisted\n",
      "- FEEC: No data found for this date range, symbol may be delisted\n",
      "- FEEC: No data found for this date range, symbol may be delisted\n",
      "- FEEL: No data found, symbol may be delisted\n",
      "- FEEL: No data found, symbol may be delisted\n",
      "- FEEL: No data found, symbol may be delisted\n",
      "- FEGR: No data found for this date range, symbol may be delisted\n",
      "- FEGY: No data found, symbol may be delisted\n",
      "- FEGY: No data found, symbol may be delisted\n",
      "- FEGY: No data found, symbol may be delisted\n",
      "- FEIC: No data found for this date range, symbol may be delisted\n",
      "- FEIC: No data found for this date range, symbol may be delisted\n",
      "- FEIC: No data found for this date range, symbol may be delisted\n",
      "- FEIC: No data found for this date range, symbol may be delisted\n",
      "- FELP: No data found, symbol may be delisted\n",
      "- FELP: No data found, symbol may be delisted\n",
      "- FENO: No data found, symbol may be delisted\n",
      "- FEPI: No data found, symbol may be delisted\n",
      "- FEPI: No data found, symbol may be delisted\n",
      "- FEPI: No data found, symbol may be delisted\n",
      "- FEPI: No data found, symbol may be delisted\n",
      "- FES: No data found for this date range, symbol may be delisted\n",
      "- FES: No data found for this date range, symbol may be delisted\n",
      "- FES: No data found for this date range, symbol may be delisted\n",
      "- FES: No data found for this date range, symbol may be delisted\n",
      "- FFBH: No data found for this date range, symbol may be delisted\n",
      "- FFBH: No data found for this date range, symbol may be delisted\n",
      "- FFBH: No data found for this date range, symbol may be delisted\n",
      "- FFBH: No data found for this date range, symbol may be delisted\n",
      "- FFFC: No data found, symbol may be delisted\n",
      "- FFFC: No data found, symbol may be delisted\n",
      "- FFFC: No data found, symbol may be delisted\n",
      "- FFFC: No data found, symbol may be delisted\n",
      "- FFIS: No data found for this date range, symbol may be delisted\n",
      "- FFKY: No data found for this date range, symbol may be delisted\n",
      "- FFKY: No data found for this date range, symbol may be delisted\n",
      "- FFN: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- FFWM: Data doesn't exist for startDate = 1387688400, endDate = 1398398400\n",
      "- FGL: No data found for this date range, symbol may be delisted\n",
      "- FGL: No data found for this date range, symbol may be delisted\n",
      "- FGL: No data found for this date range, symbol may be delisted\n",
      "- FGLD: No data found, symbol may be delisted\n",
      "- FGLD: No data found, symbol may be delisted\n",
      "- FGMG: No data found for this date range, symbol may be delisted\n",
      "- FGP: No data found, symbol may be delisted\n",
      "- FGP: No data found, symbol may be delisted\n",
      "- FGP: No data found, symbol may be delisted\n",
      "- FGP: No data found, symbol may be delisted\n",
      "- FHCO: No data found for this date range, symbol may be delisted\n",
      "- FHCO: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- FHCO: No data found for this date range, symbol may be delisted\n",
      "- FHCO: No data found for this date range, symbol may be delisted\n",
      "- FHWY: No data found for this date range, symbol may be delisted\n",
      "- FHWY: No data found for this date range, symbol may be delisted\n",
      "- FHWY: No data found for this date range, symbol may be delisted\n",
      "- FHWY: No data found for this date range, symbol may be delisted\n",
      "2250 4875 921\n",
      "- FIDM: No data found, symbol may be delisted\n",
      "- FIDM: No data found, symbol may be delisted\n",
      "- FIDM: No data found, symbol may be delisted\n",
      "- FIDM: No data found, symbol may be delisted\n",
      "- FIG: No data found for this date range, symbol may be delisted\n",
      "- FIG: No data found for this date range, symbol may be delisted\n",
      "- FIG: No data found for this date range, symbol may be delisted\n",
      "- FIG: No data found for this date range, symbol may be delisted\n",
      "- FIO: No data found for this date range, symbol may be delisted\n",
      "- FISH: No data found for this date range, symbol may be delisted\n",
      "- FISH: No data found for this date range, symbol may be delisted\n",
      "- FISH: No data found for this date range, symbol may be delisted\n",
      "- FKLR: No data found for this date range, symbol may be delisted\n",
      "- FKLR: No data found for this date range, symbol may be delisted\n",
      "- FKLR: No data found for this date range, symbol may be delisted\n",
      "- FKLR: No data found for this date range, symbol may be delisted\n",
      "- FKLR: No data found for this date range, symbol may be delisted\n",
      "- FLCR: No data found for this date range, symbol may be delisted\n",
      "- FLCR: No data found for this date range, symbol may be delisted\n",
      "- FLCR: No data found for this date range, symbol may be delisted\n",
      "- FLCR: No data found for this date range, symbol may be delisted\n",
      "- FLKS: No data found, symbol may be delisted\n",
      "- FLKS: No data found, symbol may be delisted\n",
      "- FLML: No data found for this date range, symbol may be delisted\n",
      "- FLOW: Data doesn't exist for startDate = 1367121600, endDate = 1377835200\n",
      "- FLTX: No data found for this date range, symbol may be delisted\n",
      "- FLTX: No data found for this date range, symbol may be delisted\n",
      "- FLTX: No data found for this date range, symbol may be delisted\n",
      "- FLUG: No data found, symbol may be delisted\n",
      "- FLUG: No data found, symbol may be delisted\n",
      "- FLUG: No data found, symbol may be delisted\n",
      "- FLUG: No data found, symbol may be delisted\n",
      "- FMAR: No data found for this date range, symbol may be delisted\n",
      "- FMAR: No data found for this date range, symbol may be delisted\n",
      "- FMCB: Data doesn't exist for startDate = 1355115600, endDate = 1365825600\n",
      "- FMCB: Data doesn't exist for startDate = 1386738000, endDate = 1397448000\n",
      "- FMCB: Data doesn't exist for startDate = 1418187600, endDate = 1428897600\n",
      "- FMCB: Data doesn't exist for startDate = 1449896400, endDate = 1460606400\n",
      "- FMD: No data found for this date range, symbol may be delisted\n",
      "- FMD: No data found for this date range, symbol may be delisted\n",
      "- FMD: No data found for this date range, symbol may be delisted\n",
      "- FMER: No data found for this date range, symbol may be delisted\n",
      "- FMER: No data found for this date range, symbol may be delisted\n",
      "- FMER: No data found for this date range, symbol may be delisted\n",
      "- FMER: No data found for this date range, symbol may be delisted\n",
      "- FMFP: Data doesn't exist for startDate = 1354597200, endDate = 1365307200\n",
      "- FMPX: No data found, symbol may be delisted\n",
      "- FMPX: No data found, symbol may be delisted\n",
      "- FMPX: No data found, symbol may be delisted\n",
      "- FMPX: No data found, symbol may be delisted\n",
      "- FMSA: No data found for this date range, symbol may be delisted\n",
      "- FMSA: No data found for this date range, symbol may be delisted\n",
      "- FMTB: No data found for this date range, symbol may be delisted\n",
      "- FNFG: No data found for this date range, symbol may be delisted\n",
      "- FNFG: No data found for this date range, symbol may be delisted\n",
      "- FNFG: No data found for this date range, symbol may be delisted\n",
      "- FNFG: No data found for this date range, symbol may be delisted\n",
      "- FNP: No data found for this date range, symbol may be delisted\n",
      "- FNP: No data found for this date range, symbol may be delisted\n",
      "- FNP: No data found for this date range, symbol may be delisted\n",
      "- FNP: No data found for this date range, symbol may be delisted\n",
      "- FNPR: No data found for this date range, symbol may be delisted\n",
      "- FNPR: No data found for this date range, symbol may be delisted\n",
      "- FNSI: No data found for this date range, symbol may be delisted\n",
      "- FNSI: No data found for this date range, symbol may be delisted\n",
      "- FNSI: No data found for this date range, symbol may be delisted\n",
      "- FNSI: No data found for this date range, symbol may be delisted\n",
      "- FNSR: No data found, symbol may be delisted\n",
      "- FNSR: No data found, symbol may be delisted\n",
      "- FNSR: No data found, symbol may be delisted\n",
      "- FNSR: No data found, symbol may be delisted\n",
      "- FNT: Data doesn't exist for startDate = 1353906000, endDate = 1364616000\n",
      "- FNT: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "- FNT: Data doesn't exist for startDate = 1417237200, endDate = 1427947200\n",
      "- FNTCU: No data found for this date range, symbol may be delisted\n",
      "- FOFN: No data found for this date range, symbol may be delisted\n",
      "- FOFN: No data found for this date range, symbol may be delisted\n",
      "- FOFN: No data found for this date range, symbol may be delisted\n",
      "- FOFN: No data found for this date range, symbol may be delisted\n",
      "- FONH: No data found, symbol may be delisted\n",
      "- FONH: No data found, symbol may be delisted\n",
      "- FONH: No data found, symbol may be delisted\n",
      "- FONH: No data found, symbol may be delisted\n",
      "- FPET: No data found for this date range, symbol may be delisted\n",
      "- FPET: No data found for this date range, symbol may be delisted\n",
      "- FPET: No data found for this date range, symbol may be delisted\n",
      "- FPO: No data found for this date range, symbol may be delisted\n",
      "- FPO: No data found for this date range, symbol may be delisted\n",
      "- FPO: No data found for this date range, symbol may be delisted\n",
      "- FPO: No data found for this date range, symbol may be delisted\n",
      "- FPP: No data found for this date range, symbol may be delisted\n",
      "- FPP: No data found for this date range, symbol may be delisted\n",
      "- FPP: No data found for this date range, symbol may be delisted\n",
      "- FPP: No data found for this date range, symbol may be delisted\n",
      "- FQVE: No data found, symbol may be delisted\n",
      "- FQVE: No data found, symbol may be delisted\n",
      "- FQVE: No data found, symbol may be delisted\n",
      "- FQVE: No data found, symbol may be delisted\n",
      "- FRED: No data found for this date range, symbol may be delisted\n",
      "- FRED: No data found for this date range, symbol may be delisted\n",
      "- FRED: No data found for this date range, symbol may be delisted\n",
      "- FRED: No data found for this date range, symbol may be delisted\n",
      "- FRF: No data found for this date range, symbol may be delisted\n",
      "- FRF: No data found for this date range, symbol may be delisted\n",
      "- FRLK: No data found for this date range, symbol may be delisted\n",
      "- FRM: Data doesn't exist for startDate = 1354683600, endDate = 1365393600\n",
      "- FRM: Data doesn't exist for startDate = 1386133200, endDate = 1396843200\n",
      "- FRM: Data doesn't exist for startDate = 1417928400, endDate = 1428638400\n",
      "- FRMG: No data found, symbol may be delisted\n",
      "- FRMG: No data found, symbol may be delisted\n",
      "- FRMG: No data found, symbol may be delisted\n",
      "- FRNK: No data found for this date range, symbol may be delisted\n",
      "- FRNK: No data found for this date range, symbol may be delisted\n",
      "- FROT: No data found, symbol may be delisted\n",
      "- FROT: No data found, symbol may be delisted\n",
      "- FROT: No data found, symbol may be delisted\n",
      "- FROZ: No data found, symbol may be delisted\n",
      "- FROZ: No data found, symbol may be delisted\n",
      "- FRP: No data found for this date range, symbol may be delisted\n",
      "- FRP: No data found for this date range, symbol may be delisted\n",
      "- FRP: No data found for this date range, symbol may be delisted\n",
      "- FRP: No data found for this date range, symbol may be delisted\n",
      "- FRS: No data found for this date range, symbol may be delisted\n",
      "- FRS: No data found for this date range, symbol may be delisted\n",
      "- FRS: No data found for this date range, symbol may be delisted\n",
      "- FRSH: No data found, symbol may be delisted\n",
      "- FRSH: No data found, symbol may be delisted\n",
      "- FRTR: No data found for this date range, symbol may be delisted\n",
      "- FRTR: No data found for this date range, symbol may be delisted\n",
      "- FRX: No data found for this date range, symbol may be delisted\n",
      "- FRX: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- FRYP: No data found for this date range, symbol may be delisted\n",
      "- FRYP: No data found for this date range, symbol may be delisted\n",
      "- FSAC: Data doesn't exist for startDate = 1358053200, endDate = 1368763200\n",
      "- FSAC: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- FSAC: Data doesn't exist for startDate = 1418706000, endDate = 1429416000\n",
      "- FSAC: Data doesn't exist for startDate = 1451192400, endDate = 1461902400\n",
      "- FSBK: No data found for this date range, symbol may be delisted\n",
      "- FSBK: No data found for this date range, symbol may be delisted\n",
      "- FSBK: No data found for this date range, symbol may be delisted\n",
      "- FSBK: No data found for this date range, symbol may be delisted\n",
      "- FSC: No data found for this date range, symbol may be delisted\n",
      "- FSC: No data found for this date range, symbol may be delisted\n",
      "- FSC: No data found for this date range, symbol may be delisted\n",
      "- FSC: No data found for this date range, symbol may be delisted\n",
      "- FSDB: No data found, symbol may be delisted\n",
      "- FSDB: No data found, symbol may be delisted\n",
      "- FSFR: No data found for this date range, symbol may be delisted\n",
      "- FSFR: No data found for this date range, symbol may be delisted\n",
      "- FSFR: No data found for this date range, symbol may be delisted\n",
      "- FSFR: No data found for this date range, symbol may be delisted\n",
      "- FSGI: No data found for this date range, symbol may be delisted\n",
      "- FSGI: No data found for this date range, symbol may be delisted\n",
      "- FSGI: No data found for this date range, symbol may be delisted\n",
      "- FSL: No data found for this date range, symbol may be delisted\n",
      "- FSL: No data found for this date range, symbol may be delisted\n",
      "- FSL: No data found for this date range, symbol may be delisted\n",
      "- FSPT: No data found for this date range, symbol may be delisted\n",
      "- FSPT: No data found for this date range, symbol may be delisted\n",
      "- FSPT: No data found for this date range, symbol may be delisted\n",
      "- FSPT: No data found for this date range, symbol may be delisted\n",
      "- FST: No data found for this date range, symbol may be delisted\n",
      "- FST: No data found for this date range, symbol may be delisted\n",
      "- FST: No data found for this date range, symbol may be delisted\n",
      "- FSTWC: No data found, symbol may be delisted\n",
      "- FSTWC: No data found, symbol may be delisted\n",
      "- FSYS: No data found for this date range, symbol may be delisted\n",
      "- FSYS: No data found for this date range, symbol may be delisted\n",
      "- FSYS: No data found for this date range, symbol may be delisted\n",
      "- FSYS: No data found for this date range, symbol may be delisted\n",
      "- FTD: No data found for this date range, symbol may be delisted\n",
      "- FTD: No data found for this date range, symbol may be delisted\n",
      "- FTD: No data found for this date range, symbol may be delisted\n",
      "- FTGC: Data doesn't exist for startDate = 1350878400, endDate = 1361595600\n",
      "- FU: No data found for this date range, symbol may be delisted\n",
      "- FU: No data found for this date range, symbol may be delisted\n",
      "- FUEL: No data found for this date range, symbol may be delisted\n",
      "- FUEL: No data found for this date range, symbol may be delisted\n",
      "- FUEL: No data found for this date range, symbol may be delisted\n",
      "- FULL: No data found for this date range, symbol may be delisted\n",
      "- FULL: No data found for this date range, symbol may be delisted\n",
      "- FULL: No data found for this date range, symbol may be delisted\n",
      "- FULL: No data found for this date range, symbol may be delisted\n",
      "- FUR: No data found for this date range, symbol may be delisted\n",
      "- FUR: No data found for this date range, symbol may be delisted\n",
      "- FUR: No data found for this date range, symbol may be delisted\n",
      "- FUR: No data found for this date range, symbol may be delisted\n",
      "- FURX: No data found for this date range, symbol may be delisted\n",
      "- FURX: No data found for this date range, symbol may be delisted\n",
      "- FUTU: Data doesn't exist for startDate = 1356498000, endDate = 1367208000\n",
      "- FUTU: Data doesn't exist for startDate = 1387256400, endDate = 1397966400\n",
      "- FUTU: Data doesn't exist for startDate = 1415163600, endDate = 1425873600\n",
      "- FUTU: Data doesn't exist for startDate = 1449637200, endDate = 1460347200\n",
      "- FWGO: No data found for this date range, symbol may be delisted\n",
      "- FWGO: No data found for this date range, symbol may be delisted\n",
      "- FWLT: No data found for this date range, symbol may be delisted\n",
      "- FWLT: No data found for this date range, symbol may be delisted\n",
      "- FWM: No data found for this date range, symbol may be delisted\n",
      "- FWM: No data found for this date range, symbol may be delisted\n",
      "- FWM: No data found for this date range, symbol may be delisted\n",
      "- FWSI: No data found for this date range, symbol may be delisted\n",
      "- FWSI: No data found for this date range, symbol may be delisted\n",
      "- FWSI: No data found for this date range, symbol may be delisted\n",
      "- FWV: No data found for this date range, symbol may be delisted\n",
      "- FWV: No data found for this date range, symbol may be delisted\n",
      "- FWV: No data found for this date range, symbol may be delisted\n",
      "- FXCB: No data found for this date range, symbol may be delisted\n",
      "- FXCB: No data found for this date range, symbol may be delisted\n",
      "- FXCB: No data found for this date range, symbol may be delisted\n",
      "- FXCB: No data found for this date range, symbol may be delisted\n",
      "- FXCM: No data found for this date range, symbol may be delisted\n",
      "- FXCM: No data found for this date range, symbol may be delisted\n",
      "- FXCM: No data found for this date range, symbol may be delisted\n",
      "- FXCM: No data found for this date range, symbol may be delisted\n",
      "- FXEN: No data found for this date range, symbol may be delisted\n",
      "- FXEN: No data found for this date range, symbol may be delisted\n",
      "- FXEN: No data found for this date range, symbol may be delisted\n",
      "- FXRE: No data found for this date range, symbol may be delisted\n",
      "- FXRE: No data found for this date range, symbol may be delisted\n",
      "- FXRE: No data found for this date range, symbol may be delisted\n",
      "- GALE: Data doesn't exist for startDate = 1355029200, endDate = 1365739200\n",
      "- GALE: Data doesn't exist for startDate = 1386997200, endDate = 1397707200\n",
      "- GALE: Data doesn't exist for startDate = 1417496400, endDate = 1428206400\n",
      "- GALE: Data doesn't exist for startDate = 1449550800, endDate = 1460260800\n",
      "- GAMR: Data doesn't exist for startDate = 1356498000, endDate = 1367208000\n",
      "- GAMR: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- GAMR: Data doesn't exist for startDate = 1419656400, endDate = 1430366400\n",
      "- GAXC: No data found for this date range, symbol may be delisted\n",
      "- GB: No data found for this date range, symbol may be delisted\n",
      "- GB: No data found for this date range, symbol may be delisted\n",
      "- GB: No data found for this date range, symbol may be delisted\n",
      "- GB: No data found for this date range, symbol may be delisted\n",
      "- GBFP: No data found for this date range, symbol may be delisted\n",
      "- GBFP: No data found for this date range, symbol may be delisted\n",
      "- GBFP: No data found for this date range, symbol may be delisted\n",
      "- GBFP: No data found for this date range, symbol may be delisted\n",
      "- GBGD: Data doesn't exist for startDate = 1358053200, endDate = 1368763200\n",
      "- GBGD: Data doesn't exist for startDate = 1389502800, endDate = 1400212800\n",
      "- GBGD: Data doesn't exist for startDate = 1421038800, endDate = 1431748800\n",
      "- GBGD: Data doesn't exist for startDate = 1454130000, endDate = 1464840000\n",
      "- GBSN: No data found for this date range, symbol may be delisted\n",
      "- GBSN: No data found for this date range, symbol may be delisted\n",
      "- GBSX: No data found for this date range, symbol may be delisted\n",
      "- GCA: No data found for this date range, symbol may be delisted\n",
      "- GCA: No data found for this date range, symbol may be delisted\n",
      "- GCA: No data found for this date range, symbol may be delisted\n",
      "- GCA: No data found for this date range, symbol may be delisted\n",
      "- GCFC: No data found for this date range, symbol may be delisted\n",
      "- GCFC: No data found for this date range, symbol may be delisted\n",
      "- GCFC: No data found for this date range, symbol may be delisted\n",
      "- GCFC: No data found for this date range, symbol may be delisted\n",
      "- GCHO: No data found, symbol may be delisted\n",
      "- GCHO: No data found, symbol may be delisted\n",
      "- GCHO: No data found, symbol may be delisted\n",
      "- GCHO: No data found, symbol may be delisted\n",
      "- GCI: Data doesn't exist for startDate = 1353819600, endDate = 1364529600\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- GCMN: No data found for this date range, symbol may be delisted\n",
      "- GCMN: No data found for this date range, symbol may be delisted\n",
      "- GCMN: No data found for this date range, symbol may be delisted\n",
      "- GCMN: No data found for this date range, symbol may be delisted\n",
      "- GDEF: No data found for this date range, symbol may be delisted\n",
      "- GDEF: No data found for this date range, symbol may be delisted\n",
      "- GDEF: No data found for this date range, symbol may be delisted\n",
      "- GDI: Data doesn't exist for startDate = 1353906000, endDate = 1364616000\n",
      "- GDP: Data doesn't exist for startDate = 1353474000, endDate = 1364184000\n",
      "- GDP: Data doesn't exist for startDate = 1384923600, endDate = 1395633600\n",
      "- GDP: Data doesn't exist for startDate = 1417237200, endDate = 1427947200\n",
      "- GDP: Data doesn't exist for startDate = 1451278800, endDate = 1461988800\n",
      "- GDSW: No data found, symbol may be delisted\n",
      "- GDSW: No data found, symbol may be delisted\n",
      "- GDSW: No data found, symbol may be delisted\n",
      "- GDSW: No data found, symbol may be delisted\n",
      "- GDTI: No data found for this date range, symbol may be delisted\n",
      "- GDTI: No data found for this date range, symbol may be delisted\n",
      "- GDTI: No data found for this date range, symbol may be delisted\n",
      "- GDWP: No data found for this date range, symbol may be delisted\n",
      "- GDWP: No data found for this date range, symbol may be delisted\n",
      "- GDWP: No data found for this date range, symbol may be delisted\n",
      "- GECR: No data found for this date range, symbol may be delisted\n",
      "- GECR: No data found for this date range, symbol may be delisted\n",
      "- GEEK: Data doesn't exist for startDate = 1372219200, endDate = 1382932800\n",
      "- GEEK: Data doesn't exist for startDate = 1404705600, endDate = 1415422800\n",
      "- GEK: No data found, symbol may be delisted\n",
      "- GEK: No data found, symbol may be delisted\n",
      "- GEK: No data found, symbol may be delisted\n",
      "- GELT: No data found, symbol may be delisted\n",
      "- GELT: No data found, symbol may be delisted\n",
      "- GELT: No data found, symbol may be delisted\n",
      "- GELT: No data found, symbol may be delisted\n",
      "- GETG: No data found, symbol may be delisted\n",
      "- GETG: No data found, symbol may be delisted\n",
      "- GETG: No data found, symbol may be delisted\n",
      "- GEVA: No data found for this date range, symbol may be delisted\n",
      "- GEVA: No data found for this date range, symbol may be delisted\n",
      "- GEVA: No data found for this date range, symbol may be delisted\n",
      "- GFIG: No data found for this date range, symbol may be delisted\n",
      "- GFIG: No data found for this date range, symbol may be delisted\n",
      "- GFIG: No data found for this date range, symbol may be delisted\n",
      "- GGACU: No data found for this date range, symbol may be delisted\n",
      "- GGACU: No data found for this date range, symbol may be delisted\n",
      "2500 5433 1022\n",
      "- GGOX: No data found for this date range, symbol may be delisted\n",
      "- GGOX: No data found for this date range, symbol may be delisted\n",
      "- GGOX: No data found for this date range, symbol may be delisted\n",
      "- GGOX: No data found for this date range, symbol may be delisted\n",
      "- GGP: No data found for this date range, symbol may be delisted\n",
      "- GGP: No data found for this date range, symbol may be delisted\n",
      "- GGP: No data found for this date range, symbol may be delisted\n",
      "- GGP: No data found for this date range, symbol may be delisted\n",
      "- GGRI: No data found, symbol may be delisted\n",
      "- GGS: No data found for this date range, symbol may be delisted\n",
      "- GGS: No data found for this date range, symbol may be delisted\n",
      "- GHDX: No data found, symbol may be delisted\n",
      "- GHDX: No data found, symbol may be delisted\n",
      "- GHDX: No data found, symbol may be delisted\n",
      "- GHDX: No data found, symbol may be delisted\n",
      "- GHGD: No data found for this date range, symbol may be delisted\n",
      "- GHGD: No data found for this date range, symbol may be delisted\n",
      "- GHGD: No data found for this date range, symbol may be delisted\n",
      "- GHGD: No data found for this date range, symbol may be delisted\n",
      "- GHS: Data doesn't exist for startDate = 1354597200, endDate = 1365307200\n",
      "- GI: No data found for this date range, symbol may be delisted\n",
      "- GIMO: No data found for this date range, symbol may be delisted\n",
      "- GIMO: No data found for this date range, symbol may be delisted\n",
      "- GIMO: No data found for this date range, symbol may be delisted\n",
      "- GIMU: No data found, symbol may be delisted\n",
      "- GISV: No data found for this date range, symbol may be delisted\n",
      "- GISV: No data found for this date range, symbol may be delisted\n",
      "- GISV: No data found for this date range, symbol may be delisted\n",
      "- GISV: No data found for this date range, symbol may be delisted\n",
      "- GK: No data found for this date range, symbol may be delisted\n",
      "- GK: No data found for this date range, symbol may be delisted\n",
      "- GK: No data found for this date range, symbol may be delisted\n",
      "- GK: No data found for this date range, symbol may be delisted\n",
      "- GKIT: Data doesn't exist for startDate = 1368244800, endDate = 1378958400\n",
      "- GKK: No data found for this date range, symbol may be delisted\n",
      "- GKK: No data found for this date range, symbol may be delisted\n",
      "- GKK: No data found for this date range, symbol may be delisted\n",
      "- GKNT: No data found for this date range, symbol may be delisted\n",
      "- GKNT: No data found for this date range, symbol may be delisted\n",
      "- GKNT: No data found for this date range, symbol may be delisted\n",
      "- GKYI: No data found, symbol may be delisted\n",
      "- GKYI: No data found, symbol may be delisted\n",
      "- GLBL: No data found for this date range, symbol may be delisted\n",
      "- GLDC: No data found for this date range, symbol may be delisted\n",
      "- GLDC: No data found for this date range, symbol may be delisted\n",
      "- GLDC: No data found for this date range, symbol may be delisted\n",
      "- GLDC: No data found for this date range, symbol may be delisted\n",
      "- GLDG: No data found, symbol may be delisted\n",
      "- GLDG: No data found, symbol may be delisted\n",
      "- GLDG: No data found, symbol may be delisted\n",
      "- GLF: Data doesn't exist for startDate = 1353906000, endDate = 1364616000\n",
      "- GLF: Data doesn't exist for startDate = 1385269200, endDate = 1395979200\n",
      "- GLF: Data doesn't exist for startDate = 1416114000, endDate = 1426824000\n",
      "- GLF: Data doesn't exist for startDate = 1448686800, endDate = 1459396800\n",
      "- GLFO: No data found, symbol may be delisted\n",
      "- GLFO: No data found, symbol may be delisted\n",
      "- GLFO: No data found, symbol may be delisted\n",
      "- GLFO: No data found, symbol may be delisted\n",
      "- GLOWE: No data found, symbol may be delisted\n",
      "- GLOWE: No data found, symbol may be delisted\n",
      "- GLOWE: No data found, symbol may be delisted\n",
      "- GLOWE: No data found, symbol may be delisted\n",
      "- GLPW: No data found for this date range, symbol may be delisted\n",
      "- GLPW: No data found for this date range, symbol may be delisted\n",
      "- GLPW: No data found for this date range, symbol may be delisted\n",
      "- GLSO: Data doesn't exist for startDate = 1357966800, endDate = 1368676800\n",
      "- GLSO: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- GLSO: No data found for this date range, symbol may be delisted\n",
      "- GMAN: Data doesn't exist for startDate = 1358139600, endDate = 1368849600\n",
      "- GMAN: Data doesn't exist for startDate = 1388466000, endDate = 1399176000\n",
      "- GMAN: Data doesn't exist for startDate = 1419915600, endDate = 1430625600\n",
      "- GMAN: Data doesn't exist for startDate = 1451451600, endDate = 1462161600\n",
      "- GMCR: No data found for this date range, symbol may be delisted\n",
      "- GMCR: No data found for this date range, symbol may be delisted\n",
      "- GMCR: No data found for this date range, symbol may be delisted\n",
      "- GMR: No data found for this date range, symbol may be delisted\n",
      "- GMT: No data found for this date range, symbol may be delisted\n",
      "- GMT: No data found for this date range, symbol may be delisted\n",
      "- GMT: No data found for this date range, symbol may be delisted\n",
      "- GMT: No data found for this date range, symbol may be delisted\n",
      "- GNBT: Data doesn't exist for startDate = 1373428800, endDate = 1384146000\n",
      "- GNBT: Data doesn't exist for startDate = 1404273600, endDate = 1414990800\n",
      "- GNBT: Data doesn't exist for startDate = 1436328000, endDate = 1447045200\n",
      "- GNCI: No data found for this date range, symbol may be delisted\n",
      "- GNCI: No data found for this date range, symbol may be delisted\n",
      "- GNCI: No data found for this date range, symbol may be delisted\n",
      "- GNCI: No data found for this date range, symbol may be delisted\n",
      "- GNI: Data doesn't exist for startDate = 1353474000, endDate = 1364184000\n",
      "- GNI: Data doesn't exist for startDate = 1384837200, endDate = 1395547200\n",
      "- GNI: Data doesn't exist for startDate = 1416891600, endDate = 1427601600\n",
      "- GNLK: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- GNMT: No data found for this date range, symbol may be delisted\n",
      "- GNMT: No data found for this date range, symbol may be delisted\n",
      "- GNRGE: No data found, symbol may be delisted\n",
      "- GNVC: No data found for this date range, symbol may be delisted\n",
      "- GNVC: No data found for this date range, symbol may be delisted\n",
      "- GNVC: No data found for this date range, symbol may be delisted\n",
      "- GNVC: No data found for this date range, symbol may be delisted\n",
      "- GOAS: No data found for this date range, symbol may be delisted\n",
      "- GOAS: No data found for this date range, symbol may be delisted\n",
      "- GOAS: No data found for this date range, symbol may be delisted\n",
      "- GOAS: No data found for this date range, symbol may be delisted\n",
      "- GOBK: No data found, symbol may be delisted\n",
      "- GOBK: No data found, symbol may be delisted\n",
      "- GOBK: No data found, symbol may be delisted\n",
      "- GOBK: No data found, symbol may be delisted\n",
      "- GOCM: No data found for this date range, symbol may be delisted\n",
      "- GOKN: No data found for this date range, symbol may be delisted\n",
      "- GORV: No data found, symbol may be delisted\n",
      "- GORV: No data found, symbol may be delisted\n",
      "- GOV: No data found for this date range, symbol may be delisted\n",
      "- GOV: No data found for this date range, symbol may be delisted\n",
      "- GOV: No data found for this date range, symbol may be delisted\n",
      "- GOV: No data found for this date range, symbol may be delisted\n",
      "- GPEPRA: No data found, symbol may be delisted\n",
      "- GPEPRA: No data found, symbol may be delisted\n",
      "- GPEPRA: No data found, symbol may be delisted\n",
      "- GPEPRA: No data found, symbol may be delisted\n",
      "- GPIC: No data found, symbol may be delisted\n",
      "- GPIC: No data found, symbol may be delisted\n",
      "- GPIC: No data found, symbol may be delisted\n",
      "- GPIC: No data found, symbol may be delisted\n",
      "- GPLH: No data found for this date range, symbol may be delisted\n",
      "- GPLH: No data found for this date range, symbol may be delisted\n",
      "- GPR: Data doesn't exist for startDate = 1358053200, endDate = 1368763200\n",
      "- GPR: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- GQM: No data found for this date range, symbol may be delisted\n",
      "- GRBS: No data found for this date range, symbol may be delisted\n",
      "- GRBS: No data found for this date range, symbol may be delisted\n",
      "- GRDH: No data found, symbol may be delisted\n",
      "- GRDH: No data found, symbol may be delisted\n",
      "- GRDH: No data found, symbol may be delisted\n",
      "- GRH: No data found for this date range, symbol may be delisted\n",
      "- GRH: No data found for this date range, symbol may be delisted\n",
      "- GRH: No data found for this date range, symbol may be delisted\n",
      "- GRMH: No data found for this date range, symbol may be delisted\n",
      "- GRMH: No data found for this date range, symbol may be delisted\n",
      "- GRMH: No data found for this date range, symbol may be delisted\n",
      "- GRMH: No data found for this date range, symbol may be delisted\n",
      "- GRNE: No data found, symbol may be delisted\n",
      "- GRNE: No data found, symbol may be delisted\n",
      "- GRNE: No data found, symbol may be delisted\n",
      "- GRNE: No data found, symbol may be delisted\n",
      "- GROV: No data found, symbol may be delisted\n",
      "- GRPR: No data found for this date range, symbol may be delisted\n",
      "- GRPR: No data found for this date range, symbol may be delisted\n",
      "- GRPR: No data found for this date range, symbol may be delisted\n",
      "- GRPR: No data found for this date range, symbol may be delisted\n",
      "- GRSHU: Data doesn't exist for startDate = 1450155600, endDate = 1460865600\n",
      "- GRT: No data found for this date range, symbol may be delisted\n",
      "- GRT: No data found for this date range, symbol may be delisted\n",
      "- GRZG: No data found, symbol may be delisted\n",
      "- GSAE: No data found, symbol may be delisted\n",
      "- GSAE: No data found, symbol may be delisted\n",
      "- GSCP: No data found for this date range, symbol may be delisted\n",
      "- GSCP: No data found for this date range, symbol may be delisted\n",
      "- GSCP: No data found for this date range, symbol may be delisted\n",
      "- GSCP: No data found for this date range, symbol may be delisted\n",
      "- GSEN: No data found for this date range, symbol may be delisted\n",
      "- GSEN: No data found for this date range, symbol may be delisted\n",
      "- GSHO: No data found for this date range, symbol may be delisted\n",
      "- GSHO: No data found for this date range, symbol may be delisted\n",
      "- GSHO: No data found for this date range, symbol may be delisted\n",
      "- GSHO: No data found for this date range, symbol may be delisted\n",
      "- GSHO: No data found for this date range, symbol may be delisted\n",
      "- GSIG: Data doesn't exist for startDate = 1355547600, endDate = 1366257600\n",
      "- GSIG: Data doesn't exist for startDate = 1386651600, endDate = 1397361600\n",
      "- GSIG: Data doesn't exist for startDate = 1417842000, endDate = 1428552000\n",
      "- GSIG: Data doesn't exist for startDate = 1448859600, endDate = 1459569600\n",
      "- GSJK: No data found for this date range, symbol may be delisted\n",
      "- GSJK: No data found for this date range, symbol may be delisted\n",
      "- GSJK: No data found for this date range, symbol may be delisted\n",
      "- GSJK: No data found for this date range, symbol may be delisted\n",
      "- GSPE: Data doesn't exist for startDate = 1380340800, endDate = 1391058000\n",
      "- GSPN: Data doesn't exist for startDate = 1392699600, endDate = 1403409600\n",
      "- GSPN: Data doesn't exist for startDate = 1407816000, endDate = 1418533200\n",
      "- GST: No data found for this date range, symbol may be delisted\n",
      "- GST: No data found for this date range, symbol may be delisted\n",
      "- GST: No data found for this date range, symbol may be delisted\n",
      "- GST: No data found for this date range, symbol may be delisted\n",
      "- GST: No data found for this date range, symbol may be delisted\n",
      "- GSTL: No data found for this date range, symbol may be delisted\n",
      "- GSTL: No data found for this date range, symbol may be delisted\n",
      "- GSTL: No data found for this date range, symbol may be delisted\n",
      "- GSTL: No data found for this date range, symbol may be delisted\n",
      "- GSVC: No data found, symbol may be delisted\n",
      "- GSVC: No data found, symbol may be delisted\n",
      "- GSVC: No data found, symbol may be delisted\n",
      "- GSVC: No data found, symbol may be delisted\n",
      "- GSXN: No data found for this date range, symbol may be delisted\n",
      "- GTAX: No data found for this date range, symbol may be delisted\n",
      "- GTHA: No data found for this date range, symbol may be delisted\n",
      "- GTHA: No data found for this date range, symbol may be delisted\n",
      "- GTHA: No data found for this date range, symbol may be delisted\n",
      "- GTHA: No data found for this date range, symbol may be delisted\n",
      "- GTI: No data found for this date range, symbol may be delisted\n",
      "- GTI: No data found for this date range, symbol may be delisted\n",
      "- GTI: No data found for this date range, symbol may be delisted\n",
      "- GTI: No data found for this date range, symbol may be delisted\n",
      "- GTIV: No data found for this date range, symbol may be delisted\n",
      "- GTIV: No data found for this date range, symbol may be delisted\n",
      "- GTPH: No data found, symbol may be delisted\n",
      "- GTPH: No data found, symbol may be delisted\n",
      "- GTPH: No data found, symbol may be delisted\n",
      "- GTPH: No data found, symbol may be delisted\n",
      "- GTRC: No data found for this date range, symbol may be delisted\n",
      "- GTWN: No data found for this date range, symbol may be delisted\n",
      "- GTWN: No data found for this date range, symbol may be delisted\n",
      "- GTWN: No data found for this date range, symbol may be delisted\n",
      "- GTWN: No data found for this date range, symbol may be delisted\n",
      "- GTXI: No data found, symbol may be delisted\n",
      "- GTXI: No data found, symbol may be delisted\n",
      "- GTXI: No data found, symbol may be delisted\n",
      "- GTXI: No data found, symbol may be delisted\n",
      "- GUID: No data found for this date range, symbol may be delisted\n",
      "- GUID: No data found for this date range, symbol may be delisted\n",
      "- GUID: No data found for this date range, symbol may be delisted\n",
      "- GUID: No data found for this date range, symbol may be delisted\n",
      "- GUL: Data doesn't exist for startDate = 1353992400, endDate = 1364702400\n",
      "- GUL: Data doesn't exist for startDate = 1385442000, endDate = 1396152000\n",
      "- GUL: Data doesn't exist for startDate = 1417237200, endDate = 1427947200\n",
      "- GUL: Data doesn't exist for startDate = 1448427600, endDate = 1459137600\n",
      "- GWGH: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- GWGH: Data doesn't exist for startDate = 1387256400, endDate = 1397966400\n",
      "- GWIV: No data found for this date range, symbol may be delisted\n",
      "- GWIV: No data found for this date range, symbol may be delisted\n",
      "- GWIV: No data found for this date range, symbol may be delisted\n",
      "- GWIV: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- GY: No data found for this date range, symbol may be delisted\n",
      "- GY: No data found for this date range, symbol may be delisted\n",
      "- GY: No data found for this date range, symbol may be delisted\n",
      "- GY: No data found for this date range, symbol may be delisted\n",
      "- GYCK: No data found, symbol may be delisted\n",
      "- GYMB: No data found for this date range, symbol may be delisted\n",
      "- GYMB: No data found for this date range, symbol may be delisted\n",
      "- GYMB: No data found for this date range, symbol may be delisted\n",
      "- GYMB: No data found for this date range, symbol may be delisted\n",
      "- GZFX: No data found for this date range, symbol may be delisted\n",
      "- GZGT: No data found for this date range, symbol may be delisted\n",
      "- GZGT: No data found for this date range, symbol may be delisted\n",
      "- GZGT: No data found for this date range, symbol may be delisted\n",
      "- HAMP: No data found for this date range, symbol may be delisted\n",
      "- HAMP: No data found for this date range, symbol may be delisted\n",
      "- HAMP: No data found for this date range, symbol may be delisted\n",
      "- HANS: No data found for this date range, symbol may be delisted\n",
      "- HANS: No data found for this date range, symbol may be delisted\n",
      "- HANS: No data found for this date range, symbol may be delisted\n",
      "- HANS: No data found for this date range, symbol may be delisted\n",
      "- HARI: No data found, symbol may be delisted\n",
      "- HARI: No data found, symbol may be delisted\n",
      "- HART: No data found, symbol may be delisted\n",
      "- HART: No data found, symbol may be delisted\n",
      "- HART: No data found, symbol may be delisted\n",
      "- HASC: No data found for this date range, symbol may be delisted\n",
      "- HASC: No data found for this date range, symbol may be delisted\n",
      "- HASC: No data found for this date range, symbol may be delisted\n",
      "- HAST: No data found for this date range, symbol may be delisted\n",
      "- HAST: No data found for this date range, symbol may be delisted\n",
      "- HBDT: No data found for this date range, symbol may be delisted\n",
      "- HBDT: No data found for this date range, symbol may be delisted\n",
      "- HBDT: No data found for this date range, symbol may be delisted\n",
      "- HBDT: No data found for this date range, symbol may be delisted\n",
      "- HBHC: No data found for this date range, symbol may be delisted\n",
      "- HBHC: No data found for this date range, symbol may be delisted\n",
      "- HBHC: No data found for this date range, symbol may be delisted\n",
      "- HBHC: No data found for this date range, symbol may be delisted\n",
      "- HBK: No data found, symbol may be delisted\n",
      "- HBK: No data found, symbol may be delisted\n",
      "- HBK: No data found, symbol may be delisted\n",
      "- HBK: No data found, symbol may be delisted\n",
      "- HBKS: No data found for this date range, symbol may be delisted\n",
      "- HBNK: No data found for this date range, symbol may be delisted\n",
      "- HBNK: No data found for this date range, symbol may be delisted\n",
      "- HBOS: No data found for this date range, symbol may be delisted\n",
      "- HBOS: No data found for this date range, symbol may be delisted\n",
      "- HBOS: No data found for this date range, symbol may be delisted\n",
      "- HCACU: Data doesn't exist for startDate = 1416978000, endDate = 1427688000\n",
      "- HCACU: Data doesn't exist for startDate = 1442116800, endDate = 1452834000\n",
      "- HCACU: Data doesn't exist for startDate = 1447822800, endDate = 1458532800\n",
      "- HCACU: Data doesn't exist for startDate = 1473739200, endDate = 1484456400\n",
      "- HCBK: No data found for this date range, symbol may be delisted\n",
      "- HCBK: No data found for this date range, symbol may be delisted\n",
      "- HCBK: No data found for this date range, symbol may be delisted\n",
      "- HCC: Data doesn't exist for startDate = 1353992400, endDate = 1364702400\n",
      "- HCC: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "- HCC: Data doesn't exist for startDate = 1416978000, endDate = 1427688000\n",
      "- HCN: No data found for this date range, symbol may be delisted\n",
      "- HCN: No data found for this date range, symbol may be delisted\n",
      "- HCN: No data found for this date range, symbol may be delisted\n",
      "- HCN: No data found for this date range, symbol may be delisted\n",
      "- HCP: No data found, symbol may be delisted\n",
      "- HCP: No data found, symbol may be delisted\n",
      "- HCP: No data found, symbol may be delisted\n",
      "- HCP: No data found, symbol may be delisted\n",
      "- HCSB: No data found, symbol may be delisted\n",
      "- HCSB: No data found, symbol may be delisted\n",
      "- HCSB: No data found, symbol may be delisted\n",
      "- HCSB: No data found, symbol may be delisted\n",
      "- HDRAU: No data found, symbol may be delisted\n",
      "- HDRAU: No data found, symbol may be delisted\n",
      "- HDSI: No data found, symbol may be delisted\n",
      "- HDSI: No data found, symbol may be delisted\n",
      "- HDSI: No data found, symbol may be delisted\n",
      "- HDSI: No data found, symbol may be delisted\n",
      "- HDWR: No data found for this date range, symbol may be delisted\n",
      "- HDWR: No data found for this date range, symbol may be delisted\n",
      "- HDWR: No data found for this date range, symbol may be delisted\n",
      "- HDY: No data found for this date range, symbol may be delisted\n",
      "- HDY: No data found for this date range, symbol may be delisted\n",
      "- HDY: No data found for this date range, symbol may be delisted\n",
      "- HDY: No data found for this date range, symbol may be delisted\n",
      "2750 5954 1129\n",
      "- HEAT: No data found, symbol may be delisted\n",
      "- HEAT: No data found, symbol may be delisted\n",
      "- HEAT: No data found, symbol may be delisted\n",
      "- HEAT: No data found, symbol may be delisted\n",
      "- HEB: No data found, symbol may be delisted\n",
      "- HEB: No data found, symbol may be delisted\n",
      "- HEB: No data found, symbol may be delisted\n",
      "- HEB: No data found, symbol may be delisted\n",
      "- HEK: No data found for this date range, symbol may be delisted\n",
      "- HEK: No data found for this date range, symbol may be delisted\n",
      "- HEK: No data found for this date range, symbol may be delisted\n",
      "- HEK: No data found for this date range, symbol may be delisted\n",
      "- HELI: No data found for this date range, symbol may be delisted\n",
      "- HELI: No data found for this date range, symbol may be delisted\n",
      "- HELI: No data found for this date range, symbol may be delisted\n",
      "- HEOP: No data found for this date range, symbol may be delisted\n",
      "- HEOP: No data found for this date range, symbol may be delisted\n",
      "- HEOP: No data found for this date range, symbol may be delisted\n",
      "- HEOP: No data found for this date range, symbol may be delisted\n",
      "- HEPI: No data found for this date range, symbol may be delisted\n",
      "- HEPI: No data found for this date range, symbol may be delisted\n",
      "- HEPI: No data found for this date range, symbol may be delisted\n",
      "- HEPI: No data found for this date range, symbol may be delisted\n",
      "- HERO: Data doesn't exist for startDate = 1354078800, endDate = 1364788800\n",
      "- HERO: Data doesn't exist for startDate = 1385442000, endDate = 1396152000\n",
      "- HERO: Data doesn't exist for startDate = 1417237200, endDate = 1427947200\n",
      "- HERO: Data doesn't exist for startDate = 1451278800, endDate = 1461988800\n",
      "- HF: No data found, symbol may be delisted\n",
      "- HF: No data found, symbol may be delisted\n",
      "- HF: No data found, symbol may be delisted\n",
      "- HF: No data found, symbol may be delisted\n",
      "- HFBC: No data found, symbol may be delisted\n",
      "- HFBC: No data found, symbol may be delisted\n",
      "- HFBC: No data found, symbol may be delisted\n",
      "- HFBC: No data found, symbol may be delisted\n",
      "- HFFC: No data found for this date range, symbol may be delisted\n",
      "- HFFC: No data found for this date range, symbol may be delisted\n",
      "- HFFC: No data found for this date range, symbol may be delisted\n",
      "- HGG: Data doesn't exist for startDate = 1360990800, endDate = 1371700800\n",
      "- HGG: Data doesn't exist for startDate = 1392526800, endDate = 1403236800\n",
      "- HGG: Data doesn't exist for startDate = 1423630800, endDate = 1434340800\n",
      "- HGG: Data doesn't exist for startDate = 1455598800, endDate = 1466308800\n",
      "- HGR: No data found for this date range, symbol may be delisted\n",
      "- HGR: No data found for this date range, symbol may be delisted\n",
      "- HGT: No data found for this date range, symbol may be delisted\n",
      "- HGT: No data found for this date range, symbol may be delisted\n",
      "- HGT: No data found for this date range, symbol may be delisted\n",
      "- HGT: No data found for this date range, symbol may be delisted\n",
      "- HGUE: No data found, symbol may be delisted\n",
      "- HGUE: No data found, symbol may be delisted\n",
      "- HGUE: No data found, symbol may be delisted\n",
      "- HGUE: No data found, symbol may be delisted\n",
      "- HH: No data found for this date range, symbol may be delisted\n",
      "- HH: No data found for this date range, symbol may be delisted\n",
      "- HH: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- HH: No data found for this date range, symbol may be delisted\n",
      "- HHBR: No data found for this date range, symbol may be delisted\n",
      "- HHWW: No data found, symbol may be delisted\n",
      "- HHWW: No data found, symbol may be delisted\n",
      "- HHWW: No data found, symbol may be delisted\n",
      "- HICKA: No data found, symbol may be delisted\n",
      "- HICKA: No data found, symbol may be delisted\n",
      "- HICKA: No data found, symbol may be delisted\n",
      "- HICKA: No data found, symbol may be delisted\n",
      "- HICKA: No data found, symbol may be delisted\n",
      "- HIFR: No data found, symbol may be delisted\n",
      "- HIFR: No data found, symbol may be delisted\n",
      "- HIIQ: No data found, symbol may be delisted\n",
      "- HIIQ: No data found, symbol may be delisted\n",
      "- HIIQ: No data found, symbol may be delisted\n",
      "- HIIQ: No data found, symbol may be delisted\n",
      "- HILL: No data found for this date range, symbol may be delisted\n",
      "- HILL: No data found for this date range, symbol may be delisted\n",
      "- HILL: No data found for this date range, symbol may be delisted\n",
      "- HITT: No data found for this date range, symbol may be delisted\n",
      "- HITT: No data found for this date range, symbol may be delisted\n",
      "- HIV: No data found for this date range, symbol may be delisted\n",
      "- HIVE: No data found, symbol may be delisted\n",
      "- HIVE: No data found, symbol may be delisted\n",
      "- HJHO: No data found, symbol may be delisted\n",
      "- HK: No data found, symbol may be delisted\n",
      "- HK: No data found, symbol may be delisted\n",
      "- HK: No data found, symbol may be delisted\n",
      "- HK: No data found, symbol may be delisted\n",
      "- HKFI: No data found for this date range, symbol may be delisted\n",
      "- HKFI: No data found for this date range, symbol may be delisted\n",
      "- HKFI: No data found for this date range, symbol may be delisted\n",
      "- HLS: No data found for this date range, symbol may be delisted\n",
      "- HLS: No data found for this date range, symbol may be delisted\n",
      "- HLS: No data found for this date range, symbol may be delisted\n",
      "- HLS: No data found for this date range, symbol may be delisted\n",
      "- HLSS: No data found for this date range, symbol may be delisted\n",
      "- HLSS: No data found for this date range, symbol may be delisted\n",
      "- HLSS: No data found for this date range, symbol may be delisted\n",
      "- HMA: No data found for this date range, symbol may be delisted\n",
      "- HME: No data found for this date range, symbol may be delisted\n",
      "- HME: No data found for this date range, symbol may be delisted\n",
      "- HME: No data found for this date range, symbol may be delisted\n",
      "- HMNA: No data found for this date range, symbol may be delisted\n",
      "- HMNA: No data found for this date range, symbol may be delisted\n",
      "- HMNA: No data found for this date range, symbol may be delisted\n",
      "- HMNA: No data found for this date range, symbol may be delisted\n",
      "- HMPR: No data found for this date range, symbol may be delisted\n",
      "- HMPR: No data found for this date range, symbol may be delisted\n",
      "- HMPR: No data found for this date range, symbol may be delisted\n",
      "- HMPR: No data found for this date range, symbol may be delisted\n",
      "- HMUS: No data found, symbol may be delisted\n",
      "- HMUS: No data found, symbol may be delisted\n",
      "- HMUS: No data found, symbol may be delisted\n",
      "- HMUS: No data found, symbol may be delisted\n",
      "- HNET: No data found for this date range, symbol may be delisted\n",
      "- HNET: No data found for this date range, symbol may be delisted\n",
      "- HNR: No data found for this date range, symbol may be delisted\n",
      "- HNR: No data found for this date range, symbol may be delisted\n",
      "- HNR: No data found for this date range, symbol may be delisted\n",
      "- HNR: No data found for this date range, symbol may be delisted\n",
      "- HNSN: No data found for this date range, symbol may be delisted\n",
      "- HNSN: No data found for this date range, symbol may be delisted\n",
      "- HNSN: No data found for this date range, symbol may be delisted\n",
      "- HNSN: No data found for this date range, symbol may be delisted\n",
      "- HNT: No data found for this date range, symbol may be delisted\n",
      "- HNT: No data found for this date range, symbol may be delisted\n",
      "- HNT: No data found for this date range, symbol may be delisted\n",
      "- HNT: No data found for this date range, symbol may be delisted\n",
      "- HOFD: No data found, symbol may be delisted\n",
      "- HOFD: No data found, symbol may be delisted\n",
      "- HOFD: No data found, symbol may be delisted\n",
      "- HOFD: No data found, symbol may be delisted\n",
      "- HOLL: No data found for this date range, symbol may be delisted\n",
      "- HOME: Data doesn't exist for startDate = 1355288400, endDate = 1365998400\n",
      "- HOME: Data doesn't exist for startDate = 1386997200, endDate = 1397707200\n",
      "- HOMS: No data found for this date range, symbol may be delisted\n",
      "- HOTR: No data found for this date range, symbol may be delisted\n",
      "- HOTR: No data found for this date range, symbol may be delisted\n",
      "- HOTR: No data found for this date range, symbol may be delisted\n",
      "- HOTR: No data found for this date range, symbol may be delisted\n",
      "- HOUB: No data found, symbol may be delisted\n",
      "- HOUB: No data found, symbol may be delisted\n",
      "- HOUB: No data found, symbol may be delisted\n",
      "- HOUB: No data found, symbol may be delisted\n",
      "- HPAC: No data found for this date range, symbol may be delisted\n",
      "- HPAC: No data found for this date range, symbol may be delisted\n",
      "- HPJ: No data found, symbol may be delisted\n",
      "- HPJ: No data found, symbol may be delisted\n",
      "- HPJ: No data found, symbol may be delisted\n",
      "- HPJ: No data found, symbol may be delisted\n",
      "- HPT: No data found, symbol may be delisted\n",
      "- HPT: No data found, symbol may be delisted\n",
      "- HPT: No data found, symbol may be delisted\n",
      "- HPT: No data found, symbol may be delisted\n",
      "- HPTX: No data found for this date range, symbol may be delisted\n",
      "- HPTX: No data found for this date range, symbol may be delisted\n",
      "- HPTX: No data found for this date range, symbol may be delisted\n",
      "- HPY: No data found for this date range, symbol may be delisted\n",
      "- HPY: No data found for this date range, symbol may be delisted\n",
      "- HPY: No data found for this date range, symbol may be delisted\n",
      "- HPY: No data found for this date range, symbol may be delisted\n",
      "- HRG: No data found for this date range, symbol may be delisted\n",
      "- HRG: No data found for this date range, symbol may be delisted\n",
      "- HRG: No data found for this date range, symbol may be delisted\n",
      "- HRG: No data found for this date range, symbol may be delisted\n",
      "- HRS: No data found, symbol may be delisted\n",
      "- HRS: No data found, symbol may be delisted\n",
      "- HRS: No data found, symbol may be delisted\n",
      "- HRS: No data found, symbol may be delisted\n",
      "- HRT: No data found for this date range, symbol may be delisted\n",
      "- HRT: No data found for this date range, symbol may be delisted\n",
      "- HRT: No data found for this date range, symbol may be delisted\n",
      "- HRT: No data found for this date range, symbol may be delisted\n",
      "- HRZ: Data doesn't exist for startDate = 1355029200, endDate = 1365739200\n",
      "- HRZ: Data doesn't exist for startDate = 1387342800, endDate = 1398052800\n",
      "- HRZ: Data doesn't exist for startDate = 1418187600, endDate = 1428897600\n",
      "- HSFC: No data found, symbol may be delisted\n",
      "- HSFC: No data found, symbol may be delisted\n",
      "- HSFC: No data found, symbol may be delisted\n",
      "- HSFC: No data found, symbol may be delisted\n",
      "- HSGX: No data found, symbol may be delisted\n",
      "- HSGX: No data found, symbol may be delisted\n",
      "- HSH: No data found for this date range, symbol may be delisted\n",
      "- HSH: No data found for this date range, symbol may be delisted\n",
      "- HSNI: No data found for this date range, symbol may be delisted\n",
      "- HSNI: No data found for this date range, symbol may be delisted\n",
      "- HSNI: No data found for this date range, symbol may be delisted\n",
      "- HSNI: No data found for this date range, symbol may be delisted\n",
      "- HSP: No data found for this date range, symbol may be delisted\n",
      "- HSP: No data found for this date range, symbol may be delisted\n",
      "- HSP: No data found for this date range, symbol may be delisted\n",
      "- HSWI: No data found for this date range, symbol may be delisted\n",
      "- HSWI: No data found for this date range, symbol may be delisted\n",
      "- HSWI: No data found for this date range, symbol may be delisted\n",
      "- HSWI: No data found for this date range, symbol may be delisted\n",
      "- HSYN: No data found for this date range, symbol may be delisted\n",
      "- HSYT: No data found, symbol may be delisted\n",
      "- HTCH: No data found for this date range, symbol may be delisted\n",
      "- HTCH: No data found for this date range, symbol may be delisted\n",
      "- HTCH: No data found for this date range, symbol may be delisted\n",
      "- HTCO: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- HTCO: No data found for this date range, symbol may be delisted\n",
      "- HTHH: No data found, symbol may be delisted\n",
      "- HTS: No data found for this date range, symbol may be delisted\n",
      "- HTS: No data found for this date range, symbol may be delisted\n",
      "- HTS: No data found for this date range, symbol may be delisted\n",
      "- HTS: No data found for this date range, symbol may be delisted\n",
      "- HTWO: No data found, symbol may be delisted\n",
      "- HTWO: No data found, symbol may be delisted\n",
      "- HTWO: No data found, symbol may be delisted\n",
      "- HTZ: Data doesn't exist for startDate = 1354338000, endDate = 1365048000\n",
      "- HTZ: Data doesn't exist for startDate = 1387170000, endDate = 1397880000\n",
      "- HTZ: Data doesn't exist for startDate = 1428984000, endDate = 1439697600\n",
      "- HTZ: Data doesn't exist for startDate = 1448686800, endDate = 1459396800\n",
      "- HUBA: No data found for this date range, symbol may be delisted\n",
      "- HUBA: No data found for this date range, symbol may be delisted\n",
      "- HUBA: No data found for this date range, symbol may be delisted\n",
      "- HUBA: No data found for this date range, symbol may be delisted\n",
      "- HUSI: No data found, symbol may be delisted\n",
      "- HUSI: No data found, symbol may be delisted\n",
      "- HUSI: No data found, symbol may be delisted\n",
      "- HUSI: No data found, symbol may be delisted\n",
      "- HVB: No data found for this date range, symbol may be delisted\n",
      "- HVB: No data found for this date range, symbol may be delisted\n",
      "- HVB: No data found for this date range, symbol may be delisted\n",
      "- HW: No data found for this date range, symbol may be delisted\n",
      "- HW: No data found for this date range, symbol may be delisted\n",
      "- HW: No data found for this date range, symbol may be delisted\n",
      "- HW: No data found for this date range, symbol may be delisted\n",
      "- HWAY: No data found for this date range, symbol may be delisted\n",
      "- HWAY: No data found for this date range, symbol may be delisted\n",
      "- HWAY: No data found for this date range, symbol may be delisted\n",
      "- HWAY: No data found for this date range, symbol may be delisted\n",
      "- HWG: No data found for this date range, symbol may be delisted\n",
      "- HWG: No data found for this date range, symbol may be delisted\n",
      "- HXTH: No data found for this date range, symbol may be delisted\n",
      "- HXTH: No data found for this date range, symbol may be delisted\n",
      "- HXTH: No data found for this date range, symbol may be delisted\n",
      "- HXWWF: No data found, symbol may be delisted\n",
      "- HYBT: Data doesn't exist for startDate = 1376366400, endDate = 1387083600\n",
      "- HYNI: No data found for this date range, symbol may be delisted\n",
      "- HYNI: No data found for this date range, symbol may be delisted\n",
      "- HYNI: No data found for this date range, symbol may be delisted\n",
      "- HYNI: No data found for this date range, symbol may be delisted\n",
      "- HYTM: No data found for this date range, symbol may be delisted\n",
      "- HYTM: No data found for this date range, symbol may be delisted\n",
      "- HYTM: No data found for this date range, symbol may be delisted\n",
      "- HYTM: No data found for this date range, symbol may be delisted\n",
      "- HZNM: Data doesn't exist for startDate = 1357966800, endDate = 1368676800\n",
      "- IACI: No data found for this date range, symbol may be delisted\n",
      "- IACI: No data found for this date range, symbol may be delisted\n",
      "- IACI: No data found for this date range, symbol may be delisted\n",
      "- IACI: No data found for this date range, symbol may be delisted\n",
      "- IAUS: No data found, symbol may be delisted\n",
      "- IAUS: No data found, symbol may be delisted\n",
      "- IBCA: No data found for this date range, symbol may be delisted\n",
      "- IBCA: No data found for this date range, symbol may be delisted\n",
      "- IBI: No data found for this date range, symbol may be delisted\n",
      "- IBTGF: No data found for this date range, symbol may be delisted\n",
      "- IBTGF: No data found for this date range, symbol may be delisted\n",
      "- IBTGF: No data found for this date range, symbol may be delisted\n",
      "- IBTGF: No data found for this date range, symbol may be delisted\n",
      "- ICEL: No data found for this date range, symbol may be delisted\n",
      "- ICEL: No data found for this date range, symbol may be delisted\n",
      "- ICEW: No data found for this date range, symbol may be delisted\n",
      "- ICEW: No data found for this date range, symbol may be delisted\n",
      "- ICGE: No data found for this date range, symbol may be delisted\n",
      "- ICGE: No data found for this date range, symbol may be delisted\n",
      "- ICGE: No data found for this date range, symbol may be delisted\n",
      "- ICGE: No data found for this date range, symbol may be delisted\n",
      "- ICH: No data found for this date range, symbol may be delisted\n",
      "- ICH: No data found for this date range, symbol may be delisted\n",
      "- ICPW: No data found for this date range, symbol may be delisted\n",
      "- ICPW: No data found for this date range, symbol may be delisted\n",
      "- ICPW: No data found for this date range, symbol may be delisted\n",
      "- ICPW: No data found for this date range, symbol may be delisted\n",
      "- ICTL: No data found for this date range, symbol may be delisted\n",
      "- ICTL: No data found for this date range, symbol may be delisted\n",
      "- ICTL: No data found for this date range, symbol may be delisted\n",
      "- ICTL: No data found for this date range, symbol may be delisted\n",
      "- IDAH: No data found, symbol may be delisted\n",
      "- IDAH: No data found, symbol may be delisted\n",
      "- IDAH: No data found, symbol may be delisted\n",
      "- IDAHOPWR: No data found, symbol may be delisted\n",
      "- IDAHOPWR: No data found, symbol may be delisted\n",
      "- IDAHOPWR: No data found, symbol may be delisted\n",
      "- IDAHOPWR: No data found, symbol may be delisted\n",
      "- IDC: Data doesn't exist for startDate = 1355115600, endDate = 1365825600\n",
      "- IDC: Data doesn't exist for startDate = 1386651600, endDate = 1397361600\n",
      "- IDGG: No data found for this date range, symbol may be delisted\n",
      "- IDGG: No data found for this date range, symbol may be delisted\n",
      "- IDGG: No data found for this date range, symbol may be delisted\n",
      "- IDGG: No data found for this date range, symbol may be delisted\n",
      "- IDGR: No data found for this date range, symbol may be delisted\n",
      "- IDGR: No data found for this date range, symbol may be delisted\n",
      "- IDGR: No data found for this date range, symbol may be delisted\n",
      "- IDIX: No data found for this date range, symbol may be delisted\n",
      "- IDIX: No data found for this date range, symbol may be delisted\n",
      "- IDNG: No data found, symbol may be delisted\n",
      "- IDNG: No data found, symbol may be delisted\n",
      "- IDNG: No data found, symbol may be delisted\n",
      "- IDNG: No data found, symbol may be delisted\n",
      "- IDOI: No data found, symbol may be delisted\n",
      "- IDOI: No data found, symbol may be delisted\n",
      "- IDSA: No data found, symbol may be delisted\n",
      "- IDSA: No data found, symbol may be delisted\n",
      "- IDSA: No data found, symbol may be delisted\n",
      "- IDSA: No data found, symbol may be delisted\n",
      "- IDST: No data found, symbol may be delisted\n",
      "- IDST: No data found, symbol may be delisted\n",
      "- IDSY: No data found, symbol may be delisted\n",
      "- IDSY: No data found, symbol may be delisted\n",
      "- IDSY: No data found, symbol may be delisted\n",
      "- IDSY: No data found, symbol may be delisted\n",
      "- IDVL: No data found for this date range, symbol may be delisted\n",
      "- IEBS: No data found for this date range, symbol may be delisted\n",
      "- IEBS: No data found for this date range, symbol may be delisted\n",
      "- IEBS: No data found for this date range, symbol may be delisted\n",
      "- IEBS: No data found for this date range, symbol may be delisted\n",
      "- IEEC: No data found for this date range, symbol may be delisted\n",
      "- IEEC: No data found for this date range, symbol may be delisted\n",
      "- IEEC: No data found for this date range, symbol may be delisted\n",
      "- IEEC: No data found for this date range, symbol may be delisted\n",
      "- IFCR: Data doesn't exist for startDate = 1364097600, endDate = 1374811200\n",
      "- IFCR: Data doesn't exist for startDate = 1417842000, endDate = 1428552000\n",
      "- IFCR: Data doesn't exist for startDate = 1422334800, endDate = 1433044800\n",
      "- IFCR: Data doesn't exist for startDate = 1428811200, endDate = 1439524800\n",
      "- IFIT: No data found for this date range, symbol may be delisted\n",
      "- IFIT: No data found for this date range, symbol may be delisted\n",
      "- IFIT: No data found for this date range, symbol may be delisted\n",
      "- IFLI: No data found for this date range, symbol may be delisted\n",
      "- IFLI: No data found for this date range, symbol may be delisted\n",
      "- IFLI: No data found for this date range, symbol may be delisted\n",
      "- IFMI: No data found for this date range, symbol may be delisted\n",
      "- IFMI: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- IFMI: No data found for this date range, symbol may be delisted\n",
      "- IFMI: No data found for this date range, symbol may be delisted\n",
      "- IFO: No data found for this date range, symbol may be delisted\n",
      "- IFO: No data found for this date range, symbol may be delisted\n",
      "- IFO: No data found for this date range, symbol may be delisted\n",
      "- IFO: No data found for this date range, symbol may be delisted\n",
      "- IFRS: No data found for this date range, symbol may be delisted\n",
      "- IFRS: No data found for this date range, symbol may be delisted\n",
      "3000 6461 1239\n",
      "- IFT: No data found for this date range, symbol may be delisted\n",
      "- IFT: No data found for this date range, symbol may be delisted\n",
      "- IFT: No data found for this date range, symbol may be delisted\n",
      "- IFT: No data found for this date range, symbol may be delisted\n",
      "- IFT: No data found for this date range, symbol may be delisted\n",
      "- IFT: No data found for this date range, symbol may be delisted\n",
      "- IFT: No data found for this date range, symbol may be delisted\n",
      "- IFT: No data found for this date range, symbol may be delisted\n",
      "- IG: Data doesn't exist for startDate = 1356411600, endDate = 1367121600\n",
      "- IG: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- IG: Data doesn't exist for startDate = 1418446800, endDate = 1429156800\n",
      "- IG: Data doesn't exist for startDate = 1449982800, endDate = 1460692800\n",
      "- IGAM: Data doesn't exist for startDate = 1359435600, endDate = 1370145600\n",
      "- IGMC: No data found, symbol may be delisted\n",
      "- IGMC: No data found, symbol may be delisted\n",
      "- IGOI: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- IGOI: Data doesn't exist for startDate = 1387256400, endDate = 1397966400\n",
      "- IGTE: No data found for this date range, symbol may be delisted\n",
      "- IGTE: No data found for this date range, symbol may be delisted\n",
      "- IGTE: No data found for this date range, symbol may be delisted\n",
      "- IHCH: No data found for this date range, symbol may be delisted\n",
      "- IHS: Data doesn't exist for startDate = 1350446400, endDate = 1361163600\n",
      "- IHS: Data doesn't exist for startDate = 1381550400, endDate = 1392267600\n",
      "- IHS: Data doesn't exist for startDate = 1413345600, endDate = 1424062800\n",
      "- IHS: Data doesn't exist for startDate = 1444795200, endDate = 1455512400\n",
      "- IILG: No data found for this date range, symbol may be delisted\n",
      "- IILG: No data found for this date range, symbol may be delisted\n",
      "- IILG: No data found for this date range, symbol may be delisted\n",
      "- IILG: No data found for this date range, symbol may be delisted\n",
      "- IIMG: No data found, symbol may be delisted\n",
      "- IKAN: No data found for this date range, symbol may be delisted\n",
      "- IKAN: No data found for this date range, symbol may be delisted\n",
      "- IKAN: No data found for this date range, symbol may be delisted\n",
      "- IKCC: No data found for this date range, symbol may be delisted\n",
      "- IL: No data found for this date range, symbol may be delisted\n",
      "- IL: No data found for this date range, symbol may be delisted\n",
      "- IL: No data found for this date range, symbol may be delisted\n",
      "- IL: No data found for this date range, symbol may be delisted\n",
      "- ILED: No data found for this date range, symbol may be delisted\n",
      "- ILED: No data found for this date range, symbol may be delisted\n",
      "- ILGN: No data found for this date range, symbol may be delisted\n",
      "- ILGN: No data found for this date range, symbol may be delisted\n",
      "- ILGN: No data found for this date range, symbol may be delisted\n",
      "- ILGN: No data found for this date range, symbol may be delisted\n",
      "- ILVG: No data found, symbol may be delisted\n",
      "- ILVG: No data found, symbol may be delisted\n",
      "- ILVL: No data found, symbol may be delisted\n",
      "- ILVL: No data found, symbol may be delisted\n",
      "- IM: No data found for this date range, symbol may be delisted\n",
      "- IM: No data found for this date range, symbol may be delisted\n",
      "- IM: No data found for this date range, symbol may be delisted\n",
      "- IM: No data found for this date range, symbol may be delisted\n",
      "- IMCB: No data found for this date range, symbol may be delisted\n",
      "- IMCB: No data found for this date range, symbol may be delisted\n",
      "- IMDC: Data doesn't exist for startDate = 1355720400, endDate = 1366430400\n",
      "- IMDC: Data doesn't exist for startDate = 1389589200, endDate = 1400299200\n",
      "- IMDC: Data doesn't exist for startDate = 1419742800, endDate = 1430452800\n",
      "- IMGG: No data found for this date range, symbol may be delisted\n",
      "- IMGG: No data found for this date range, symbol may be delisted\n",
      "- IMGG: No data found for this date range, symbol may be delisted\n",
      "- IMGG: No data found for this date range, symbol may be delisted\n",
      "- IMI: No data found, symbol may be delisted\n",
      "- IMI: No data found, symbol may be delisted\n",
      "- IMI: No data found, symbol may be delisted\n",
      "- IMI: No data found, symbol may be delisted\n",
      "- IMMY: No data found for this date range, symbol may be delisted\n",
      "- IMMY: No data found for this date range, symbol may be delisted\n",
      "- IMMY: No data found for this date range, symbol may be delisted\n",
      "- IMMY: No data found for this date range, symbol may be delisted\n",
      "- IMN: No data found for this date range, symbol may be delisted\n",
      "- IMN: No data found for this date range, symbol may be delisted\n",
      "- IMN: No data found for this date range, symbol may be delisted\n",
      "- IMN: No data found for this date range, symbol may be delisted\n",
      "- IMNDF: No data found, symbol may be delisted\n",
      "- IMOT: No data found for this date range, symbol may be delisted\n",
      "- IMOT: No data found for this date range, symbol may be delisted\n",
      "- IMPR: No data found for this date range, symbol may be delisted\n",
      "- IMPR: No data found for this date range, symbol may be delisted\n",
      "- IMS: No data found for this date range, symbol may be delisted\n",
      "- IMS: No data found for this date range, symbol may be delisted\n",
      "- INB: No data found, symbol may be delisted\n",
      "- INB: No data found, symbol may be delisted\n",
      "- INB: No data found, symbol may be delisted\n",
      "- INB: No data found, symbol may be delisted\n",
      "- INCR: Data doesn't exist for startDate = 1416718800, endDate = 1427428800\n",
      "- INCR: Data doesn't exist for startDate = 1448341200, endDate = 1459051200\n",
      "- INFA: No data found for this date range, symbol may be delisted\n",
      "- INFA: No data found for this date range, symbol may be delisted\n",
      "- INFA: No data found for this date range, symbol may be delisted\n",
      "- ININ: Data doesn't exist for startDate = 1355547600, endDate = 1366257600\n",
      "- ININ: Data doesn't exist for startDate = 1386565200, endDate = 1397275200\n",
      "- ININ: Data doesn't exist for startDate = 1416978000, endDate = 1427688000\n",
      "- ININ: Data doesn't exist for startDate = 1448686800, endDate = 1459396800\n",
      "- INIV: No data found for this date range, symbol may be delisted\n",
      "- INKS: Data doesn't exist for startDate = 1356498000, endDate = 1367208000\n",
      "- INKS: Data doesn't exist for startDate = 1389416400, endDate = 1400126400\n",
      "- INKS: Data doesn't exist for startDate = 1421038800, endDate = 1431748800\n",
      "- INKS: Data doesn't exist for startDate = 1449550800, endDate = 1460260800\n",
      "- INPH: No data found for this date range, symbol may be delisted\n",
      "- INPH: No data found for this date range, symbol may be delisted\n",
      "- INPH: No data found for this date range, symbol may be delisted\n",
      "- INSA: Data doesn't exist for startDate = 1353387600, endDate = 1364097600\n",
      "- INSA: Data doesn't exist for startDate = 1381723200, endDate = 1392440400\n",
      "- INSA: Data doesn't exist for startDate = 1419656400, endDate = 1430366400\n",
      "- INSA: Data doesn't exist for startDate = 1450760400, endDate = 1461470400\n",
      "- INSP: Data doesn't exist for startDate = 1354683600, endDate = 1365393600\n",
      "- INSP: Data doesn't exist for startDate = 1385442000, endDate = 1396152000\n",
      "- INSP: Data doesn't exist for startDate = 1416891600, endDate = 1427601600\n",
      "- INSP: Data doesn't exist for startDate = 1448254800, endDate = 1458964800\n",
      "- INSU: Data doesn't exist for startDate = 1353906000, endDate = 1364616000\n",
      "- INSU: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "- INSU: Data doesn't exist for startDate = 1417237200, endDate = 1427947200\n",
      "- INSU: Data doesn't exist for startDate = 1448686800, endDate = 1459396800\n",
      "- INSV: No data found for this date range, symbol may be delisted\n",
      "- INSV: No data found for this date range, symbol may be delisted\n",
      "- INSV: No data found for this date range, symbol may be delisted\n",
      "- INSW: Data doesn't exist for startDate = 1355115600, endDate = 1365825600\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- INSW: Data doesn't exist for startDate = 1385355600, endDate = 1396065600\n",
      "- INSW: Data doesn't exist for startDate = 1419742800, endDate = 1430452800\n",
      "- INSW: Data doesn't exist for startDate = 1452661200, endDate = 1463371200\n",
      "- INSY: No data found for this date range, symbol may be delisted\n",
      "- INSY: No data found for this date range, symbol may be delisted\n",
      "- INSY: No data found for this date range, symbol may be delisted\n",
      "- INVN: No data found for this date range, symbol may be delisted\n",
      "- INVN: No data found for this date range, symbol may be delisted\n",
      "- INVN: No data found for this date range, symbol may be delisted\n",
      "- INVN: No data found for this date range, symbol may be delisted\n",
      "- IOSA: No data found for this date range, symbol may be delisted\n",
      "- IOSA: No data found for this date range, symbol may be delisted\n",
      "- IOSA: No data found for this date range, symbol may be delisted\n",
      "- IOSA: No data found for this date range, symbol may be delisted\n",
      "- IOT: No data found for this date range, symbol may be delisted\n",
      "- IOT: No data found for this date range, symbol may be delisted\n",
      "- IOT: No data found for this date range, symbol may be delisted\n",
      "- IOT: No data found for this date range, symbol may be delisted\n",
      "- IPCM: No data found for this date range, symbol may be delisted\n",
      "- IPCM: No data found for this date range, symbol may be delisted\n",
      "- IPCM: No data found for this date range, symbol may be delisted\n",
      "- IPMT: No data found for this date range, symbol may be delisted\n",
      "- IPMT: No data found for this date range, symbol may be delisted\n",
      "- IQNT: No data found for this date range, symbol may be delisted\n",
      "- IQNT: No data found for this date range, symbol may be delisted\n",
      "- IQNT: No data found for this date range, symbol may be delisted\n",
      "- IQNT: No data found for this date range, symbol may be delisted\n",
      "- IR: Data doesn't exist for startDate = 1352782800, endDate = 1363492800\n",
      "- IR: Data doesn't exist for startDate = 1384318800, endDate = 1395028800\n",
      "- IR: Data doesn't exist for startDate = 1415768400, endDate = 1426478400\n",
      "- IR: Data doesn't exist for startDate = 1447218000, endDate = 1457928000\n",
      "- IRC: Data doesn't exist for startDate = 1353992400, endDate = 1364702400\n",
      "- IRC: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "- IRC: Data doesn't exist for startDate = 1416978000, endDate = 1427688000\n",
      "- IRC: Data doesn't exist for startDate = 1448427600, endDate = 1459137600\n",
      "- IRF: No data found for this date range, symbol may be delisted\n",
      "- IRF: No data found for this date range, symbol may be delisted\n",
      "- IRG: No data found for this date range, symbol may be delisted\n",
      "- IRG: No data found for this date range, symbol may be delisted\n",
      "- IRG: No data found for this date range, symbol may be delisted\n",
      "- IRG: No data found for this date range, symbol may be delisted\n",
      "- IRHC: No data found, symbol may be delisted\n",
      "- IRHC: No data found, symbol may be delisted\n",
      "- IRHC: No data found, symbol may be delisted\n",
      "- IRLD: No data found, symbol may be delisted\n",
      "- IRLD: No data found, symbol may be delisted\n",
      "- IRLD: No data found, symbol may be delisted\n",
      "- IRLD: No data found, symbol may be delisted\n",
      "- IROG: No data found, symbol may be delisted\n",
      "- IRSB: No data found, symbol may be delisted\n",
      "- IRSB: No data found, symbol may be delisted\n",
      "- IRSB: No data found, symbol may be delisted\n",
      "- IRSB: No data found, symbol may be delisted\n",
      "- IRT: Data doesn't exist for startDate = 1355115600, endDate = 1365825600\n",
      "- ISCA: No data found, symbol may be delisted\n",
      "- ISCA: No data found, symbol may be delisted\n",
      "- ISCA: No data found, symbol may be delisted\n",
      "- ISCA: No data found, symbol may be delisted\n",
      "- ISCI: No data found for this date range, symbol may be delisted\n",
      "- ISGI: Data doesn't exist for startDate = 1356498000, endDate = 1367208000\n",
      "- ISGI: Data doesn't exist for startDate = 1389416400, endDate = 1400126400\n",
      "- ISGI: Data doesn't exist for startDate = 1425445200, endDate = 1436155200\n",
      "- ISH: Data doesn't exist for startDate = 1354942800, endDate = 1365652800\n",
      "- ISH: Data doesn't exist for startDate = 1386651600, endDate = 1397361600\n",
      "- ISH: Data doesn't exist for startDate = 1418101200, endDate = 1428811200\n",
      "- ISH: Data doesn't exist for startDate = 1448946000, endDate = 1459656000\n",
      "- ISIL: No data found for this date range, symbol may be delisted\n",
      "- ISIL: No data found for this date range, symbol may be delisted\n",
      "- ISIL: No data found for this date range, symbol may be delisted\n",
      "- ISIL: No data found for this date range, symbol may be delisted\n",
      "- ISIS: No data found for this date range, symbol may be delisted\n",
      "- ISIS: No data found for this date range, symbol may be delisted\n",
      "- ISIS: No data found for this date range, symbol may be delisted\n",
      "- ISIS: No data found for this date range, symbol may be delisted\n",
      "- ISLD: No data found for this date range, symbol may be delisted\n",
      "- ISLD: No data found for this date range, symbol may be delisted\n",
      "- ISLD: No data found for this date range, symbol may be delisted\n",
      "- ISLD: No data found for this date range, symbol may be delisted\n",
      "- ISLE: No data found for this date range, symbol may be delisted\n",
      "- ISLE: No data found for this date range, symbol may be delisted\n",
      "- ISLE: No data found for this date range, symbol may be delisted\n",
      "- ISLE: No data found for this date range, symbol may be delisted\n",
      "- ISRL: No data found, symbol may be delisted\n",
      "- ISRL: No data found, symbol may be delisted\n",
      "- ISRL: No data found, symbol may be delisted\n",
      "- ISRL: No data found, symbol may be delisted\n",
      "- ISSI: No data found for this date range, symbol may be delisted\n",
      "- ISSI: No data found for this date range, symbol may be delisted\n",
      "- ISSM: No data found, symbol may be delisted\n",
      "- ISSM: No data found, symbol may be delisted\n",
      "- ISSM: No data found, symbol may be delisted\n",
      "- ISSM: No data found, symbol may be delisted\n",
      "- ISYS: No data found for this date range, symbol may be delisted\n",
      "- ISYS: No data found for this date range, symbol may be delisted\n",
      "- ISYS: No data found for this date range, symbol may be delisted\n",
      "- ISYS: No data found for this date range, symbol may be delisted\n",
      "- ITCD: No data found for this date range, symbol may be delisted\n",
      "- ITCI: Data doesn't exist for startDate = 1365912000, endDate = 1376625600\n",
      "- ITEK: No data found for this date range, symbol may be delisted\n",
      "- ITEK: No data found for this date range, symbol may be delisted\n",
      "- ITG: No data found, symbol may be delisted\n",
      "- ITG: No data found, symbol may be delisted\n",
      "- ITG: No data found, symbol may be delisted\n",
      "- ITG: No data found, symbol may be delisted\n",
      "- ITMN: No data found for this date range, symbol may be delisted\n",
      "- ITMN: No data found for this date range, symbol may be delisted\n",
      "- ITSI: No data found for this date range, symbol may be delisted\n",
      "- ITSI: No data found for this date range, symbol may be delisted\n",
      "- IVOC: No data found for this date range, symbol may be delisted\n",
      "- IVOC: No data found for this date range, symbol may be delisted\n",
      "- IVOC: No data found for this date range, symbol may be delisted\n",
      "- IVOC: No data found for this date range, symbol may be delisted\n",
      "- IW: No data found for this date range, symbol may be delisted\n",
      "- IW: No data found for this date range, symbol may be delisted\n",
      "- IW: No data found for this date range, symbol may be delisted\n",
      "- IW: No data found for this date range, symbol may be delisted\n",
      "- IWBM: No data found, symbol may be delisted\n",
      "- IWBM: No data found, symbol may be delisted\n",
      "- IWDM: No data found, symbol may be delisted\n",
      "- IWDM: No data found, symbol may be delisted\n",
      "- IYSA: No data found for this date range, symbol may be delisted\n",
      "- IYSA: No data found for this date range, symbol may be delisted\n",
      "- IYSA: No data found for this date range, symbol may be delisted\n",
      "- IYSA: No data found for this date range, symbol may be delisted\n",
      "- JAH: No data found for this date range, symbol may be delisted\n",
      "- JAH: No data found for this date range, symbol may be delisted\n",
      "- JAH: No data found for this date range, symbol may be delisted\n",
      "- JAH: No data found for this date range, symbol may be delisted\n",
      "- JANI: No data found for this date range, symbol may be delisted\n",
      "- JANI: No data found for this date range, symbol may be delisted\n",
      "- JANI: No data found for this date range, symbol may be delisted\n",
      "- JANI: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- JAXB: No data found for this date range, symbol may be delisted\n",
      "- JAXB: No data found for this date range, symbol may be delisted\n",
      "- JAXB: No data found for this date range, symbol may be delisted\n",
      "- JAZ: Data doesn't exist for startDate = 1356498000, endDate = 1367208000\n",
      "- JAZ: Data doesn't exist for startDate = 1385787600, endDate = 1396497600\n",
      "- JAZ: Data doesn't exist for startDate = 1420606800, endDate = 1431316800\n",
      "- JBII: No data found, symbol may be delisted\n",
      "- JBII: No data found, symbol may be delisted\n",
      "- JBII: No data found, symbol may be delisted\n",
      "- JBII: No data found, symbol may be delisted\n",
      "- JCG: No data found for this date range, symbol may be delisted\n",
      "- JCG: No data found for this date range, symbol may be delisted\n",
      "- JCG: No data found for this date range, symbol may be delisted\n",
      "- JCG: No data found for this date range, symbol may be delisted\n",
      "- JCOF: No data found, symbol may be delisted\n",
      "- JCOF: No data found, symbol may be delisted\n",
      "- JCOF: No data found, symbol may be delisted\n",
      "- JDSU: No data found for this date range, symbol may be delisted\n",
      "- JDSU: No data found for this date range, symbol may be delisted\n",
      "- JDSU: No data found for this date range, symbol may be delisted\n",
      "- JDSU: No data found for this date range, symbol may be delisted\n",
      "- JFBI: No data found for this date range, symbol may be delisted\n",
      "- JGPK: Data doesn't exist for startDate = 1354424400, endDate = 1365134400\n",
      "- JGPK: Data doesn't exist for startDate = 1387083600, endDate = 1397793600\n",
      "- JGPK: Data doesn't exist for startDate = 1419310800, endDate = 1430020800\n",
      "- JGW: No data found for this date range, symbol may be delisted\n",
      "- JGW: No data found for this date range, symbol may be delisted\n",
      "- JGW: No data found for this date range, symbol may be delisted\n",
      "- JINM: No data found, symbol may be delisted\n",
      "- JIVE: No data found for this date range, symbol may be delisted\n",
      "- JIVE: No data found for this date range, symbol may be delisted\n",
      "- JIVE: No data found for this date range, symbol may be delisted\n",
      "- JIVE: No data found for this date range, symbol may be delisted\n",
      "- JLWT: No data found for this date range, symbol may be delisted\n",
      "- JLWT: No data found for this date range, symbol may be delisted\n",
      "- JLWT: No data found for this date range, symbol may be delisted\n",
      "- JLWT: No data found for this date range, symbol may be delisted\n",
      "- JLWT: No data found for this date range, symbol may be delisted\n",
      "- JMG: No data found for this date range, symbol may be delisted\n",
      "- JMG: No data found for this date range, symbol may be delisted\n",
      "- JMI: No data found for this date range, symbol may be delisted\n",
      "- JMI: No data found for this date range, symbol may be delisted\n",
      "- JMI: No data found for this date range, symbol may be delisted\n",
      "- JMI: No data found for this date range, symbol may be delisted\n",
      "- JNS: No data found for this date range, symbol may be delisted\n",
      "- JNS: No data found for this date range, symbol may be delisted\n",
      "- JNS: No data found for this date range, symbol may be delisted\n",
      "- JNS: No data found for this date range, symbol may be delisted\n",
      "- JOEZ: No data found for this date range, symbol may be delisted\n",
      "- JOEZ: No data found for this date range, symbol may be delisted\n",
      "- JOEZ: No data found for this date range, symbol may be delisted\n",
      "- JOEZ: No data found for this date range, symbol may be delisted\n",
      "- JONE: No data found, symbol may be delisted\n",
      "- JONE: No data found, symbol may be delisted\n",
      "- JONE: No data found, symbol may be delisted\n",
      "- JOSB: No data found for this date range, symbol may be delisted\n",
      "- JOSB: No data found for this date range, symbol may be delisted\n",
      "- JOYG: No data found for this date range, symbol may be delisted\n",
      "- JOYG: No data found for this date range, symbol may be delisted\n",
      "- JOYG: No data found for this date range, symbol may be delisted\n",
      "- JOYG: No data found for this date range, symbol may be delisted\n",
      "- JPEP: No data found for this date range, symbol may be delisted\n",
      "- JPEP: No data found for this date range, symbol may be delisted\n",
      "- JRBO: No data found, symbol may be delisted\n",
      "- JRBO: No data found, symbol may be delisted\n",
      "- JRCC: No data found for this date range, symbol may be delisted\n",
      "3250 7008 1342\n",
      "- JRN: No data found for this date range, symbol may be delisted\n",
      "- JRN: No data found for this date range, symbol may be delisted\n",
      "- JRN: No data found for this date range, symbol may be delisted\n",
      "- JUHL: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- JUHL: Data doesn't exist for startDate = 1388811600, endDate = 1399521600\n",
      "- JUHL: Data doesn't exist for startDate = 1420002000, endDate = 1430712000\n",
      "- JVEX: No data found for this date range, symbol may be delisted\n",
      "- JVEX: No data found for this date range, symbol may be delisted\n",
      "- JVEX: No data found for this date range, symbol may be delisted\n",
      "- JVEX: No data found for this date range, symbol may be delisted\n",
      "- JVKG: No data found, symbol may be delisted\n",
      "- JVKG: No data found, symbol may be delisted\n",
      "- JVKG: No data found, symbol may be delisted\n",
      "- JWA: Data doesn't exist for startDate = 1364184000, endDate = 1374897600\n",
      "- JWA: Data doesn't exist for startDate = 1395806400, endDate = 1406520000\n",
      "- JWA: Data doesn't exist for startDate = 1427256000, endDate = 1437969600\n",
      "- JYHW: No data found, symbol may be delisted\n",
      "- JYHW: No data found, symbol may be delisted\n",
      "- JYHW: No data found, symbol may be delisted\n",
      "- JYHW: No data found, symbol may be delisted\n",
      "- KABX: No data found, symbol may be delisted\n",
      "- KAIH: No data found for this date range, symbol may be delisted\n",
      "- KAIH: No data found for this date range, symbol may be delisted\n",
      "- KAIH: No data found for this date range, symbol may be delisted\n",
      "- KAIH: No data found for this date range, symbol may be delisted\n",
      "- KANA: No data found for this date range, symbol may be delisted\n",
      "- KANA: No data found for this date range, symbol may be delisted\n",
      "- KANA: No data found for this date range, symbol may be delisted\n",
      "- KANA: No data found for this date range, symbol may be delisted\n",
      "- KBALB: No data found for this date range, symbol may be delisted\n",
      "- KBALB: No data found for this date range, symbol may be delisted\n",
      "- KBALB: No data found for this date range, symbol may be delisted\n",
      "- KBALB: No data found for this date range, symbol may be delisted\n",
      "- KBIO: No data found for this date range, symbol may be delisted\n",
      "- KBIO: No data found for this date range, symbol may be delisted\n",
      "- KBIO: No data found for this date range, symbol may be delisted\n",
      "- KBIO: No data found for this date range, symbol may be delisted\n",
      "- KCAP: No data found for this date range, symbol may be delisted\n",
      "- KCAP: No data found for this date range, symbol may be delisted\n",
      "- KCAP: No data found for this date range, symbol may be delisted\n",
      "- KCAP: No data found for this date range, symbol may be delisted\n",
      "- KCG: No data found for this date range, symbol may be delisted\n",
      "- KCG: No data found for this date range, symbol may be delisted\n",
      "- KCG: No data found for this date range, symbol may be delisted\n",
      "- KCG: No data found for this date range, symbol may be delisted\n",
      "- KDE: No data found for this date range, symbol may be delisted\n",
      "- KDE: No data found for this date range, symbol may be delisted\n",
      "- KDE: No data found for this date range, symbol may be delisted\n",
      "- KEG: No data found, symbol may be delisted\n",
      "- KEG: No data found, symbol may be delisted\n",
      "- KEG: No data found, symbol may be delisted\n",
      "- KEG: No data found, symbol may be delisted\n",
      "- KELYAKEL: No data found, symbol may be delisted\n",
      "- KELYAKEL: No data found, symbol may be delisted\n",
      "- KELYAKEL: No data found, symbol may be delisted\n",
      "- KELYAKEL: No data found, symbol may be delisted\n",
      "- KESNQ: No data found for this date range, symbol may be delisted\n",
      "- KEYP: No data found for this date range, symbol may be delisted\n",
      "- KEYP: No data found for this date range, symbol may be delisted\n",
      "- KEYP: No data found for this date range, symbol may be delisted\n",
      "- KEYW: No data found, symbol may be delisted\n",
      "- KEYW: No data found, symbol may be delisted\n",
      "- KEYW: No data found, symbol may be delisted\n",
      "- KEYW: No data found, symbol may be delisted\n",
      "- KFN: No data found for this date range, symbol may be delisted\n",
      "- KFN: No data found for this date range, symbol may be delisted\n",
      "- KFN: No data found for this date range, symbol may be delisted\n",
      "- KFN: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- KGKO: No data found for this date range, symbol may be delisted\n",
      "- KGKO: No data found for this date range, symbol may be delisted\n",
      "- KGKO: No data found for this date range, symbol may be delisted\n",
      "- KID: No data found for this date range, symbol may be delisted\n",
      "- KID: No data found for this date range, symbol may be delisted\n",
      "- KIOR: No data found for this date range, symbol may be delisted\n",
      "- KIOR: No data found for this date range, symbol may be delisted\n",
      "- KIPS: No data found for this date range, symbol may be delisted\n",
      "- KIPS: No data found for this date range, symbol may be delisted\n",
      "- KIPS: No data found for this date range, symbol may be delisted\n",
      "- KITE: No data found for this date range, symbol may be delisted\n",
      "- KITE: No data found for this date range, symbol may be delisted\n",
      "- KITM: No data found for this date range, symbol may be delisted\n",
      "- KITM: No data found for this date range, symbol may be delisted\n",
      "- KJFI: Data doesn't exist for startDate = 1367121600, endDate = 1377835200\n",
      "- KKD: No data found for this date range, symbol may be delisted\n",
      "- KKD: No data found for this date range, symbol may be delisted\n",
      "- KKD: No data found for this date range, symbol may be delisted\n",
      "- KKD: No data found for this date range, symbol may be delisted\n",
      "- KLMK: No data found for this date range, symbol may be delisted\n",
      "- KLMK: No data found for this date range, symbol may be delisted\n",
      "- KLMK: No data found for this date range, symbol may be delisted\n",
      "- KLMK: No data found for this date range, symbol may be delisted\n",
      "- KMP: No data found for this date range, symbol may be delisted\n",
      "- KMP: No data found for this date range, symbol may be delisted\n",
      "- KODK: Data doesn't exist for startDate = 1354942800, endDate = 1365652800\n",
      "- KOG: No data found for this date range, symbol may be delisted\n",
      "- KOG: No data found for this date range, symbol may be delisted\n",
      "- KONA: No data found for this date range, symbol may be delisted\n",
      "- KONA: No data found for this date range, symbol may be delisted\n",
      "- KONA: No data found for this date range, symbol may be delisted\n",
      "- KONA: No data found for this date range, symbol may be delisted\n",
      "- KOOL: No data found, symbol may be delisted\n",
      "- KOOL: No data found, symbol may be delisted\n",
      "- KOOL: No data found, symbol may be delisted\n",
      "- KOOL: No data found, symbol may be delisted\n",
      "- KORS: No data found for this date range, symbol may be delisted\n",
      "- KORS: No data found for this date range, symbol may be delisted\n",
      "- KORS: No data found for this date range, symbol may be delisted\n",
      "- KORS: No data found for this date range, symbol may be delisted\n",
      "- KRFT: No data found for this date range, symbol may be delisted\n",
      "- KRFT: No data found for this date range, symbol may be delisted\n",
      "- KRFT: No data found for this date range, symbol may be delisted\n",
      "- KRLP: No data found, symbol may be delisted\n",
      "- KRLP: No data found, symbol may be delisted\n",
      "- KRLP: No data found, symbol may be delisted\n",
      "- KRLP: No data found, symbol may be delisted\n",
      "- KTCH: No data found, symbol may be delisted\n",
      "- KWBT: Data doesn't exist for startDate = 1357966800, endDate = 1368676800\n",
      "- KWBT: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- KWBT: Data doesn't exist for startDate = 1427515200, endDate = 1438228800\n",
      "- KWK: No data found for this date range, symbol may be delisted\n",
      "- KWK: No data found for this date range, symbol may be delisted\n",
      "- KWK: No data found for this date range, symbol may be delisted\n",
      "- KWNS: No data found for this date range, symbol may be delisted\n",
      "- KWNS: No data found for this date range, symbol may be delisted\n",
      "- KWNS: No data found for this date range, symbol may be delisted\n",
      "- KWNS: No data found for this date range, symbol may be delisted\n",
      "- KWNS: No data found for this date range, symbol may be delisted\n",
      "- LABC: No data found for this date range, symbol may be delisted\n",
      "- LABC: No data found for this date range, symbol may be delisted\n",
      "- LABC: No data found for this date range, symbol may be delisted\n",
      "- LABL: No data found, symbol may be delisted\n",
      "- LABL: No data found, symbol may be delisted\n",
      "- LABL: No data found, symbol may be delisted\n",
      "- LABL: No data found, symbol may be delisted\n",
      "- LACO: No data found for this date range, symbol may be delisted\n",
      "- LACO: No data found for this date range, symbol may be delisted\n",
      "- LACO: No data found for this date range, symbol may be delisted\n",
      "- LACO: No data found for this date range, symbol may be delisted\n",
      "- LAKF: Data doesn't exist for startDate = 1373774400, endDate = 1384491600\n",
      "- LAKF: Data doesn't exist for startDate = 1403668800, endDate = 1414382400\n",
      "- LAKF: Data doesn't exist for startDate = 1435377600, endDate = 1446091200\n",
      "- LAKF: Data doesn't exist for startDate = 1466568000, endDate = 1477281600\n",
      "- LAST: No data found for this date range, symbol may be delisted\n",
      "- LAST: No data found for this date range, symbol may be delisted\n",
      "- LBIO: No data found for this date range, symbol may be delisted\n",
      "- LBIO: No data found for this date range, symbol may be delisted\n",
      "- LBIO: No data found for this date range, symbol may be delisted\n",
      "- LBIO: No data found for this date range, symbol may be delisted\n",
      "- LBMH: No data found for this date range, symbol may be delisted\n",
      "- LBMH: No data found for this date range, symbol may be delisted\n",
      "- LBMH: No data found for this date range, symbol may be delisted\n",
      "- LBTG: No data found, symbol may be delisted\n",
      "- LBTG: No data found, symbol may be delisted\n",
      "- LBTY: No data found, symbol may be delisted\n",
      "- LBTY: No data found, symbol may be delisted\n",
      "- LBTY: No data found, symbol may be delisted\n",
      "- LBTY: No data found, symbol may be delisted\n",
      "- LCAV: No data found for this date range, symbol may be delisted\n",
      "- LCAV: No data found for this date range, symbol may be delisted\n",
      "- LCC: No data found for this date range, symbol may be delisted\n",
      "- LCC: No data found for this date range, symbol may be delisted\n",
      "- LCNM: No data found, symbol may be delisted\n",
      "- LCNM: No data found, symbol may be delisted\n",
      "- LCNM: No data found, symbol may be delisted\n",
      "- LCNM: No data found, symbol may be delisted\n",
      "- LDMID: No data found, symbol may be delisted\n",
      "- LDMID: No data found, symbol may be delisted\n",
      "- LDMID: No data found, symbol may be delisted\n",
      "- LDMID: No data found, symbol may be delisted\n",
      "- LDR: No data found for this date range, symbol may be delisted\n",
      "- LDR: No data found for this date range, symbol may be delisted\n",
      "- LDR: No data found for this date range, symbol may be delisted\n",
      "- LDR: No data found for this date range, symbol may be delisted\n",
      "- LDRH: No data found for this date range, symbol may be delisted\n",
      "- LDRH: No data found for this date range, symbol may be delisted\n",
      "- LDRH: No data found for this date range, symbol may be delisted\n",
      "- LECT: No data found for this date range, symbol may be delisted\n",
      "- LECT: No data found for this date range, symbol may be delisted\n",
      "- LECT: No data found for this date range, symbol may be delisted\n",
      "- LECT: No data found for this date range, symbol may be delisted\n",
      "- LEI: No data found for this date range, symbol may be delisted\n",
      "- LEI: No data found for this date range, symbol may be delisted\n",
      "- LEI: No data found for this date range, symbol may be delisted\n",
      "- LEI: No data found for this date range, symbol may be delisted\n",
      "- LEOM: No data found, symbol may be delisted\n",
      "- LEOM: No data found, symbol may be delisted\n",
      "- LEOM: No data found, symbol may be delisted\n",
      "- LEOM: No data found, symbol may be delisted\n",
      "- LEVY: No data found, symbol may be delisted\n",
      "- LEVY: No data found, symbol may be delisted\n",
      "- LEVY: No data found, symbol may be delisted\n",
      "- LEXG: No data found, symbol may be delisted\n",
      "- LEXG: No data found, symbol may be delisted\n",
      "- LEXG: No data found, symbol may be delisted\n",
      "- LEXG: No data found, symbol may be delisted\n",
      "- LEXO: No data found for this date range, symbol may be delisted\n",
      "- LEXO: No data found for this date range, symbol may be delisted\n",
      "- LF: No data found for this date range, symbol may be delisted\n",
      "- LF: No data found for this date range, symbol may be delisted\n",
      "- LF: No data found for this date range, symbol may be delisted\n",
      "- LG: No data found for this date range, symbol may be delisted\n",
      "- LG: No data found for this date range, symbol may be delisted\n",
      "- LG: No data found for this date range, symbol may be delisted\n",
      "- LG: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- LGCY: No data found, symbol may be delisted\n",
      "- LGCY: No data found, symbol may be delisted\n",
      "- LGCY: No data found, symbol may be delisted\n",
      "- LGCY: No data found, symbol may be delisted\n",
      "- LGDI: No data found for this date range, symbol may be delisted\n",
      "- LGDI: No data found for this date range, symbol may be delisted\n",
      "- LGF: No data found for this date range, symbol may be delisted\n",
      "- LGF: No data found for this date range, symbol may be delisted\n",
      "- LGF: No data found for this date range, symbol may be delisted\n",
      "- LGF: No data found for this date range, symbol may be delisted\n",
      "- LGMB: No data found for this date range, symbol may be delisted\n",
      "- LGMB: No data found for this date range, symbol may be delisted\n",
      "- LGP: No data found for this date range, symbol may be delisted\n",
      "- LGP: No data found for this date range, symbol may be delisted\n",
      "- LGP: No data found for this date range, symbol may be delisted\n",
      "- LGP: No data found for this date range, symbol may be delisted\n",
      "- LHSI: No data found, symbol may be delisted\n",
      "- LHSI: No data found, symbol may be delisted\n",
      "- LIEG: No data found for this date range, symbol may be delisted\n",
      "- LIEG: No data found for this date range, symbol may be delisted\n",
      "- LIEG: No data found for this date range, symbol may be delisted\n",
      "- LIEG: No data found for this date range, symbol may be delisted\n",
      "- LIFE: Data doesn't exist for startDate = 1353992400, endDate = 1364702400\n",
      "- LINE: No data found for this date range, symbol may be delisted\n",
      "- LINE: No data found for this date range, symbol may be delisted\n",
      "- LINE: No data found for this date range, symbol may be delisted\n",
      "- LINE: No data found for this date range, symbol may be delisted\n",
      "- LINTA: No data found for this date range, symbol may be delisted\n",
      "- LINTA: No data found for this date range, symbol may be delisted\n",
      "- LINTA: No data found for this date range, symbol may be delisted\n",
      "- LINTA: No data found for this date range, symbol may be delisted\n",
      "- LION: No data found, symbol may be delisted\n",
      "- LION: No data found, symbol may be delisted\n",
      "- LION: No data found, symbol may be delisted\n",
      "- LION: No data found, symbol may be delisted\n",
      "- LIOX: No data found for this date range, symbol may be delisted\n",
      "- LIOX: No data found for this date range, symbol may be delisted\n",
      "- LIOX: No data found for this date range, symbol may be delisted\n",
      "- LIOX: No data found for this date range, symbol may be delisted\n",
      "- LIPN: No data found, symbol may be delisted\n",
      "- LIPN: No data found, symbol may be delisted\n",
      "- LIPN: No data found, symbol may be delisted\n",
      "- LIQD: No data found for this date range, symbol may be delisted\n",
      "- LIWA: No data found, symbol may be delisted\n",
      "- LIWA: No data found, symbol may be delisted\n",
      "- LLEN: No data found, symbol may be delisted\n",
      "- LLL: No data found, symbol may be delisted\n",
      "- LLL: No data found, symbol may be delisted\n",
      "- LLL: No data found, symbol may be delisted\n",
      "- LLL: No data found, symbol may be delisted\n",
      "- LLL: No data found, symbol may be delisted\n",
      "- LLL: No data found, symbol may be delisted\n",
      "- LLL: No data found, symbol may be delisted\n",
      "- LLL: No data found, symbol may be delisted\n",
      "- LLSR: No data found for this date range, symbol may be delisted\n",
      "- LLSR: No data found for this date range, symbol may be delisted\n",
      "- LLTC: No data found for this date range, symbol may be delisted\n",
      "- LLTC: No data found for this date range, symbol may be delisted\n",
      "- LLTC: No data found for this date range, symbol may be delisted\n",
      "- LLTC: No data found for this date range, symbol may be delisted\n",
      "- LLTI: No data found for this date range, symbol may be delisted\n",
      "- LLTI: No data found for this date range, symbol may be delisted\n",
      "- LLTI: No data found for this date range, symbol may be delisted\n",
      "- LLTI: No data found for this date range, symbol may be delisted\n",
      "- LLTP: No data found, symbol may be delisted\n",
      "- LLTP: No data found, symbol may be delisted\n",
      "- LLTP: No data found, symbol may be delisted\n",
      "- LLTP: No data found, symbol may be delisted\n",
      "- LMFAU: No data found, symbol may be delisted\n",
      "- LMGT: No data found, symbol may be delisted\n",
      "- LMGT: No data found, symbol may be delisted\n",
      "- LMGT: No data found, symbol may be delisted\n",
      "- LMIA: No data found for this date range, symbol may be delisted\n",
      "- LMIA: No data found for this date range, symbol may be delisted\n",
      "- LMIA: No data found for this date range, symbol may be delisted\n",
      "- LMIA: No data found for this date range, symbol may be delisted\n",
      "- LMOS: No data found for this date range, symbol may be delisted\n",
      "- LMOS: No data found for this date range, symbol may be delisted\n",
      "- LMOS: No data found for this date range, symbol may be delisted\n",
      "- LMOS: No data found for this date range, symbol may be delisted\n",
      "- LNBB: No data found for this date range, symbol may be delisted\n",
      "- LNBB: No data found for this date range, symbol may be delisted\n",
      "- LNBB: No data found for this date range, symbol may be delisted\n",
      "- LNCM: No data found for this date range, symbol may be delisted\n",
      "- LNCM: No data found for this date range, symbol may be delisted\n",
      "- LNCO: No data found for this date range, symbol may be delisted\n",
      "- LNCO: No data found for this date range, symbol may be delisted\n",
      "- LNCO: No data found for this date range, symbol may be delisted\n",
      "- LNCO: No data found for this date range, symbol may be delisted\n",
      "- LNET: No data found for this date range, symbol may be delisted\n",
      "- LNKD: No data found for this date range, symbol may be delisted\n",
      "- LNKD: No data found for this date range, symbol may be delisted\n",
      "- LNKD: No data found for this date range, symbol may be delisted\n",
      "- LNKD: No data found for this date range, symbol may be delisted\n",
      "- LNTP: No data found, symbol may be delisted\n",
      "- LNTP: No data found, symbol may be delisted\n",
      "- LNTP: No data found, symbol may be delisted\n",
      "- LNWZ: No data found for this date range, symbol may be delisted\n",
      "- LNWZ: No data found for this date range, symbol may be delisted\n",
      "- LNWZ: No data found for this date range, symbol may be delisted\n",
      "- LNWZ: No data found for this date range, symbol may be delisted\n",
      "- LO: No data found for this date range, symbol may be delisted\n",
      "- LO: No data found for this date range, symbol may be delisted\n",
      "- LO: No data found for this date range, symbol may be delisted\n",
      "- LOCK: No data found for this date range, symbol may be delisted\n",
      "- LOCK: No data found for this date range, symbol may be delisted\n",
      "- LOCK: No data found for this date range, symbol may be delisted\n",
      "- LOCK: No data found for this date range, symbol may be delisted\n",
      "- LOCM: No data found for this date range, symbol may be delisted\n",
      "- LOCM: No data found for this date range, symbol may be delisted\n",
      "- LOCM: No data found for this date range, symbol may be delisted\n",
      "- LOJN: No data found for this date range, symbol may be delisted\n",
      "- LOJN: No data found for this date range, symbol may be delisted\n",
      "- LOJN: No data found for this date range, symbol may be delisted\n",
      "- LOJN: No data found for this date range, symbol may be delisted\n",
      "- LOOK: No data found for this date range, symbol may be delisted\n",
      "- LOOK: No data found for this date range, symbol may be delisted\n",
      "- LOOK: No data found for this date range, symbol may be delisted\n",
      "3500 7553 1443\n",
      "- LOTI: No data found, symbol may be delisted\n",
      "- LOTI: No data found, symbol may be delisted\n",
      "- LOTI: No data found, symbol may be delisted\n",
      "- LOXO: No data found, symbol may be delisted\n",
      "- LOXO: No data found, symbol may be delisted\n",
      "- LPDX: No data found for this date range, symbol may be delisted\n",
      "- LPDX: No data found for this date range, symbol may be delisted\n",
      "- LPHI: No data found for this date range, symbol may be delisted\n",
      "- LPHI: No data found for this date range, symbol may be delisted\n",
      "- LPR: No data found for this date range, symbol may be delisted\n",
      "- LPS: Data doesn't exist for startDate = 1353733200, endDate = 1364443200\n",
      "- LPSB: No data found for this date range, symbol may be delisted\n",
      "- LPSB: No data found for this date range, symbol may be delisted\n",
      "- LPSB: No data found for this date range, symbol may be delisted\n",
      "- LPSB: No data found for this date range, symbol may be delisted\n",
      "- LPTN: No data found for this date range, symbol may be delisted\n",
      "- LPTN: No data found for this date range, symbol may be delisted\n",
      "- LPTN: No data found for this date range, symbol may be delisted\n",
      "- LPTN: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- LRE: No data found for this date range, symbol may be delisted\n",
      "- LRE: No data found for this date range, symbol may be delisted\n",
      "- LRE: No data found for this date range, symbol may be delisted\n",
      "- LRMK: No data found for this date range, symbol may be delisted\n",
      "- LRMK: No data found for this date range, symbol may be delisted\n",
      "- LRMK: No data found for this date range, symbol may be delisted\n",
      "- LRMK: No data found for this date range, symbol may be delisted\n",
      "- LRNC: No data found, symbol may be delisted\n",
      "- LRNC: No data found, symbol may be delisted\n",
      "- LRNC: No data found, symbol may be delisted\n",
      "- LRNC: No data found, symbol may be delisted\n",
      "- LRY: No data found for this date range, symbol may be delisted\n",
      "- LRY: No data found for this date range, symbol may be delisted\n",
      "- LRY: No data found for this date range, symbol may be delisted\n",
      "- LRY: No data found for this date range, symbol may be delisted\n",
      "- LSBI: No data found for this date range, symbol may be delisted\n",
      "- LSBI: No data found for this date range, symbol may be delisted\n",
      "- LSTG: No data found, symbol may be delisted\n",
      "- LTD: No data found for this date range, symbol may be delisted\n",
      "- LTD: No data found for this date range, symbol may be delisted\n",
      "- LTD: No data found for this date range, symbol may be delisted\n",
      "- LTD: No data found for this date range, symbol may be delisted\n",
      "- LTEA: No data found for this date range, symbol may be delisted\n",
      "- LTVL: No data found for this date range, symbol may be delisted\n",
      "- LTVL: No data found for this date range, symbol may be delisted\n",
      "- LTVL: No data found for this date range, symbol may be delisted\n",
      "- LTVL: No data found for this date range, symbol may be delisted\n",
      "- LTXX: No data found for this date range, symbol may be delisted\n",
      "- LTXX: No data found for this date range, symbol may be delisted\n",
      "- LTXX: No data found for this date range, symbol may be delisted\n",
      "- LTXX: No data found for this date range, symbol may be delisted\n",
      "- LUK: No data found for this date range, symbol may be delisted\n",
      "- LUK: No data found for this date range, symbol may be delisted\n",
      "- LUK: No data found for this date range, symbol may be delisted\n",
      "- LUK: No data found for this date range, symbol may be delisted\n",
      "- LUSA: No data found for this date range, symbol may be delisted\n",
      "- LUXD: No data found for this date range, symbol may be delisted\n",
      "- LUXD: No data found for this date range, symbol may be delisted\n",
      "- LUXD: No data found for this date range, symbol may be delisted\n",
      "- LVLT: No data found for this date range, symbol may be delisted\n",
      "- LVLT: No data found for this date range, symbol may be delisted\n",
      "- LVLT: No data found for this date range, symbol may be delisted\n",
      "- LVLT: No data found for this date range, symbol may be delisted\n",
      "- LXK: No data found for this date range, symbol may be delisted\n",
      "- LXK: No data found for this date range, symbol may be delisted\n",
      "- LXK: No data found for this date range, symbol may be delisted\n",
      "- LXK: No data found for this date range, symbol may be delisted\n",
      "- LYFE: No data found, symbol may be delisted\n",
      "- LYFE: No data found, symbol may be delisted\n",
      "- LYON: No data found, symbol may be delisted\n",
      "- LYRI: No data found for this date range, symbol may be delisted\n",
      "- LYRI: No data found for this date range, symbol may be delisted\n",
      "- MABAA: No data found for this date range, symbol may be delisted\n",
      "- MABAA: No data found for this date range, symbol may be delisted\n",
      "- MABAA: No data found for this date range, symbol may be delisted\n",
      "- MABAA: No data found for this date range, symbol may be delisted\n",
      "- MACC: No data found for this date range, symbol may be delisted\n",
      "- MACC: No data found for this date range, symbol may be delisted\n",
      "- MACC: No data found for this date range, symbol may be delisted\n",
      "- MACN: No data found, symbol may be delisted\n",
      "- MACN: No data found, symbol may be delisted\n",
      "- MAGLA: No data found for this date range, symbol may be delisted\n",
      "- MAGLA: No data found for this date range, symbol may be delisted\n",
      "- MAGLA: No data found for this date range, symbol may be delisted\n",
      "- MAGLA: No data found for this date range, symbol may be delisted\n",
      "- MAGY: No data found for this date range, symbol may be delisted\n",
      "- MAGY: No data found for this date range, symbol may be delisted\n",
      "- MAGY: No data found for this date range, symbol may be delisted\n",
      "- MAGY: No data found for this date range, symbol may be delisted\n",
      "- MAMM: No data found for this date range, symbol may be delisted\n",
      "- MAMM: No data found for this date range, symbol may be delisted\n",
      "- MAMM: No data found for this date range, symbol may be delisted\n",
      "- MAMM: No data found for this date range, symbol may be delisted\n",
      "- MAMS: No data found, symbol may be delisted\n",
      "- MAMS: No data found, symbol may be delisted\n",
      "- MAMS: No data found, symbol may be delisted\n",
      "- MAMS: No data found, symbol may be delisted\n",
      "- MAQC: No data found for this date range, symbol may be delisted\n",
      "- MAQC: No data found for this date range, symbol may be delisted\n",
      "- MAQC: No data found for this date range, symbol may be delisted\n",
      "- MAQC: No data found for this date range, symbol may be delisted\n",
      "- MASP: No data found, symbol may be delisted\n",
      "- MASP: No data found, symbol may be delisted\n",
      "- MASP: No data found, symbol may be delisted\n",
      "- MB: No data found, symbol may be delisted\n",
      "- MBARD: No data found, symbol may be delisted\n",
      "- MBARD: No data found, symbol may be delisted\n",
      "- MBARD: No data found, symbol may be delisted\n",
      "- MBARD: No data found, symbol may be delisted\n",
      "- MBGH: No data found, symbol may be delisted\n",
      "- MBIT: Data doesn't exist for startDate = 1352696400, endDate = 1363406400\n",
      "- MBIT: Data doesn't exist for startDate = 1383714000, endDate = 1394424000\n",
      "- MBIT: Data doesn't exist for startDate = 1415768400, endDate = 1426478400\n",
      "- MBLX: No data found for this date range, symbol may be delisted\n",
      "- MBLX: No data found for this date range, symbol may be delisted\n",
      "- MBLX: No data found for this date range, symbol may be delisted\n",
      "- MBLX: No data found for this date range, symbol may be delisted\n",
      "- MBRG: No data found for this date range, symbol may be delisted\n",
      "- MBRG: No data found for this date range, symbol may be delisted\n",
      "- MBRG: No data found for this date range, symbol may be delisted\n",
      "- MBRG: No data found for this date range, symbol may be delisted\n",
      "- MBTF: No data found, symbol may be delisted\n",
      "- MBTF: No data found, symbol may be delisted\n",
      "- MBTF: No data found, symbol may be delisted\n",
      "- MBTF: No data found, symbol may be delisted\n",
      "- MBTG: No data found for this date range, symbol may be delisted\n",
      "- MBTG: No data found for this date range, symbol may be delisted\n",
      "- MBTG: No data found for this date range, symbol may be delisted\n",
      "- MBTL: No data found, symbol may be delisted\n",
      "- MBTL: No data found, symbol may be delisted\n",
      "- MBTL: No data found, symbol may be delisted\n",
      "- MBVT: No data found for this date range, symbol may be delisted\n",
      "- MBVT: No data found for this date range, symbol may be delisted\n",
      "- MBVT: No data found for this date range, symbol may be delisted\n",
      "- MBVT: No data found for this date range, symbol may be delisted\n",
      "- MCAR: No data found for this date range, symbol may be delisted\n",
      "- MCAR: No data found for this date range, symbol may be delisted\n",
      "- MCAR: No data found for this date range, symbol may be delisted\n",
      "- MCAR: No data found for this date range, symbol may be delisted\n",
      "- MCBF: No data found for this date range, symbol may be delisted\n",
      "- MCBF: No data found for this date range, symbol may be delisted\n",
      "- MCBI: Data doesn't exist for startDate = 1355806800, endDate = 1366516800\n",
      "- MCDG: No data found for this date range, symbol may be delisted\n",
      "- MCDG: No data found for this date range, symbol may be delisted\n",
      "- MCDG: No data found for this date range, symbol may be delisted\n",
      "- MCDG: No data found for this date range, symbol may be delisted\n",
      "- MCGC: No data found for this date range, symbol may be delisted\n",
      "- MCGC: No data found for this date range, symbol may be delisted\n",
      "- MCGC: No data found for this date range, symbol may be delisted\n",
      "- MCGL: No data found, symbol may be delisted\n",
      "- MCRL: No data found for this date range, symbol may be delisted\n",
      "- MCRL: No data found for this date range, symbol may be delisted\n",
      "- MCRL: No data found for this date range, symbol may be delisted\n",
      "- MCRN: No data found, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- MCRS: No data found for this date range, symbol may be delisted\n",
      "- MCRS: No data found for this date range, symbol may be delisted\n",
      "- MCZ: No data found for this date range, symbol may be delisted\n",
      "- MCZ: No data found for this date range, symbol may be delisted\n",
      "- MCZ: No data found for this date range, symbol may be delisted\n",
      "- MCZ: No data found for this date range, symbol may be delisted\n",
      "- MDAS: No data found for this date range, symbol may be delisted\n",
      "- MDAS: No data found for this date range, symbol may be delisted\n",
      "- MDAS: No data found for this date range, symbol may be delisted\n",
      "- MDBL: No data found, symbol may be delisted\n",
      "- MDBL: No data found, symbol may be delisted\n",
      "- MDBL: No data found, symbol may be delisted\n",
      "- MDBL: No data found, symbol may be delisted\n",
      "- MDCI: No data found for this date range, symbol may be delisted\n",
      "- MDCI: No data found for this date range, symbol may be delisted\n",
      "- MDCO: No data found, symbol may be delisted\n",
      "- MDCO: No data found, symbol may be delisted\n",
      "- MDCO: No data found, symbol may be delisted\n",
      "- MDCO: No data found, symbol may be delisted\n",
      "- MDDD: No data found, symbol may be delisted\n",
      "- MDDD: No data found, symbol may be delisted\n",
      "- MDGN: No data found for this date range, symbol may be delisted\n",
      "- MDGN: No data found for this date range, symbol may be delisted\n",
      "- MDGN: No data found for this date range, symbol may be delisted\n",
      "- MDGN: No data found for this date range, symbol may be delisted\n",
      "- MDH: Data doesn't exist for startDate = 1355720400, endDate = 1366430400\n",
      "- MDH: No data found for this date range, symbol may be delisted\n",
      "- MDMC: No data found for this date range, symbol may be delisted\n",
      "- MDMC: No data found for this date range, symbol may be delisted\n",
      "- MDMC: No data found for this date range, symbol may be delisted\n",
      "- MDNB: No data found for this date range, symbol may be delisted\n",
      "- MDNB: No data found for this date range, symbol may be delisted\n",
      "- MDR: No data found, symbol may be delisted\n",
      "- MDR: No data found, symbol may be delisted\n",
      "- MDR: No data found, symbol may be delisted\n",
      "- MDR: No data found, symbol may be delisted\n",
      "- MDSN: No data found for this date range, symbol may be delisted\n",
      "- MDSO: No data found, symbol may be delisted\n",
      "- MDSO: No data found, symbol may be delisted\n",
      "- MDSO: No data found, symbol may be delisted\n",
      "- MDSO: No data found, symbol may be delisted\n",
      "- MDVN: No data found for this date range, symbol may be delisted\n",
      "- MDVN: No data found for this date range, symbol may be delisted\n",
      "- MDVN: No data found for this date range, symbol may be delisted\n",
      "- MDVN: No data found for this date range, symbol may be delisted\n",
      "- MDVXU: No data found for this date range, symbol may be delisted\n",
      "- MEA: No data found for this date range, symbol may be delisted\n",
      "- MEA: No data found for this date range, symbol may be delisted\n",
      "- MEA: No data found for this date range, symbol may be delisted\n",
      "- MEAS: No data found for this date range, symbol may be delisted\n",
      "- MEAS: No data found for this date range, symbol may be delisted\n",
      "- MEDG: No data found for this date range, symbol may be delisted\n",
      "- MEDG: No data found for this date range, symbol may be delisted\n",
      "- MEDG: No data found for this date range, symbol may be delisted\n",
      "- MEDG: No data found for this date range, symbol may be delisted\n",
      "- MEDG: No data found for this date range, symbol may be delisted\n",
      "- MEG: Data doesn't exist for startDate = 1353992400, endDate = 1364702400\n",
      "- MEG: Data doesn't exist for startDate = 1386133200, endDate = 1396843200\n",
      "- MEG: Data doesn't exist for startDate = 1417237200, endDate = 1427947200\n",
      "- MEG: Data doesn't exist for startDate = 1448686800, endDate = 1459396800\n",
      "- MELA: No data found for this date range, symbol may be delisted\n",
      "- MELA: No data found for this date range, symbol may be delisted\n",
      "- MELA: No data found for this date range, symbol may be delisted\n",
      "- MELA: No data found for this date range, symbol may be delisted\n",
      "- MEM: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- MEM: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- MEM: Data doesn't exist for startDate = 1419742800, endDate = 1430452800\n",
      "- MEMP: No data found for this date range, symbol may be delisted\n",
      "- MEMP: No data found for this date range, symbol may be delisted\n",
      "- MEMP: No data found for this date range, symbol may be delisted\n",
      "- MEMP: No data found for this date range, symbol may be delisted\n",
      "- MEMS: No data found for this date range, symbol may be delisted\n",
      "- MENT: No data found for this date range, symbol may be delisted\n",
      "- MENT: No data found for this date range, symbol may be delisted\n",
      "- MENT: No data found for this date range, symbol may be delisted\n",
      "- MENT: No data found for this date range, symbol may be delisted\n",
      "- MEP: Data doesn't exist for startDate = 1384664400, endDate = 1395374400\n",
      "- MEP: Data doesn't exist for startDate = 1416200400, endDate = 1426910400\n",
      "- MER: Data doesn't exist for startDate = 1354078800, endDate = 1364788800\n",
      "- MERH: No data found for this date range, symbol may be delisted\n",
      "- MERH: No data found for this date range, symbol may be delisted\n",
      "- MERH: No data found for this date range, symbol may be delisted\n",
      "- MERH: No data found for this date range, symbol may be delisted\n",
      "- MERU: No data found for this date range, symbol may be delisted\n",
      "- MERU: No data found for this date range, symbol may be delisted\n",
      "- MERU: No data found for this date range, symbol may be delisted\n",
      "- METH: No data found for this date range, symbol may be delisted\n",
      "- METH: No data found for this date range, symbol may be delisted\n",
      "- METH: No data found for this date range, symbol may be delisted\n",
      "- METH: No data found for this date range, symbol may be delisted\n",
      "- METR: No data found for this date range, symbol may be delisted\n",
      "- METR: No data found for this date range, symbol may be delisted\n",
      "- METR: No data found for this date range, symbol may be delisted\n",
      "- MFB: No data found for this date range, symbol may be delisted\n",
      "- MFI: No data found for this date range, symbol may be delisted\n",
      "- MFI: No data found for this date range, symbol may be delisted\n",
      "- MFLX: No data found for this date range, symbol may be delisted\n",
      "- MFLX: No data found for this date range, symbol may be delisted\n",
      "- MFLX: No data found for this date range, symbol may be delisted\n",
      "- MFRI: No data found for this date range, symbol may be delisted\n",
      "- MFRI: No data found for this date range, symbol may be delisted\n",
      "- MFRI: No data found for this date range, symbol may be delisted\n",
      "- MFRI: No data found for this date range, symbol may be delisted\n",
      "- MFRM: No data found for this date range, symbol may be delisted\n",
      "- MFRM: No data found for this date range, symbol may be delisted\n",
      "- MFRM: No data found for this date range, symbol may be delisted\n",
      "- MFRM: No data found for this date range, symbol may be delisted\n",
      "- MFS: No data found for this date range, symbol may be delisted\n",
      "- MFTH: Data doesn't exist for startDate = 1355720400, endDate = 1366430400\n",
      "- MGAM: No data found for this date range, symbol may be delisted\n",
      "- MGAM: No data found for this date range, symbol may be delisted\n",
      "- MGCN: No data found for this date range, symbol may be delisted\n",
      "- MGCN: No data found for this date range, symbol may be delisted\n",
      "- MGCN: No data found for this date range, symbol may be delisted\n",
      "- MGCN: No data found for this date range, symbol may be delisted\n",
      "- MGCN: No data found for this date range, symbol may be delisted\n",
      "- MGDA: No data found, symbol may be delisted\n",
      "- MGDA: No data found, symbol may be delisted\n",
      "- MGDA: No data found, symbol may be delisted\n",
      "- MGDA: No data found, symbol may be delisted\n",
      "- MGHA: No data found for this date range, symbol may be delisted\n",
      "- MGHA: No data found for this date range, symbol may be delisted\n",
      "- MGHA: No data found for this date range, symbol may be delisted\n",
      "- MGHA: No data found for this date range, symbol may be delisted\n",
      "- MGN: No data found for this date range, symbol may be delisted\n",
      "- MGN: No data found for this date range, symbol may be delisted\n",
      "- MGN: No data found for this date range, symbol may be delisted\n",
      "- MGN: No data found for this date range, symbol may be delisted\n",
      "- MHGC: No data found for this date range, symbol may be delisted\n",
      "- MHGC: No data found for this date range, symbol may be delisted\n",
      "- MHGC: No data found for this date range, symbol may be delisted\n",
      "- MHGC: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- MHP: No data found for this date range, symbol may be delisted\n",
      "- MHR: No data found for this date range, symbol may be delisted\n",
      "- MHR: No data found for this date range, symbol may be delisted\n",
      "- MHR: No data found for this date range, symbol may be delisted\n",
      "- MHR: No data found for this date range, symbol may be delisted\n",
      "- MHUT: No data found for this date range, symbol may be delisted\n",
      "- MHUT: No data found for this date range, symbol may be delisted\n",
      "- MHUT: No data found for this date range, symbol may be delisted\n",
      "- MHUT: No data found for this date range, symbol may be delisted\n",
      "- MIG: Data doesn't exist for startDate = 1354683600, endDate = 1365393600\n",
      "- MIG: Data doesn't exist for startDate = 1385960400, endDate = 1396670400\n",
      "- MIG: Data doesn't exist for startDate = 1417237200, endDate = 1427947200\n",
      "3750 8091 1544\n",
      "- MIK: Data doesn't exist for startDate = 1355288400, endDate = 1365998400\n",
      "- MIK: Data doesn't exist for startDate = 1390712400, endDate = 1401422400\n",
      "- MILB: No data found for this date range, symbol may be delisted\n",
      "- MILB: No data found for this date range, symbol may be delisted\n",
      "- MILL: No data found for this date range, symbol may be delisted\n",
      "- MILL: No data found for this date range, symbol may be delisted\n",
      "- MIRN: No data found for this date range, symbol may be delisted\n",
      "- MJN: No data found for this date range, symbol may be delisted\n",
      "- MJN: No data found for this date range, symbol may be delisted\n",
      "- MJN: No data found for this date range, symbol may be delisted\n",
      "- MJN: No data found for this date range, symbol may be delisted\n",
      "- MKED: No data found, symbol may be delisted\n",
      "- MKED: No data found, symbol may be delisted\n",
      "- MKED: No data found, symbol may be delisted\n",
      "- MKTO: No data found for this date range, symbol may be delisted\n",
      "- MKTO: No data found for this date range, symbol may be delisted\n",
      "- MKTO: No data found for this date range, symbol may be delisted\n",
      "- MLBU: No data found, symbol may be delisted\n",
      "- MLBU: No data found, symbol may be delisted\n",
      "- MLBU: No data found, symbol may be delisted\n",
      "- MLBU: No data found, symbol may be delisted\n",
      "- MLER: No data found, symbol may be delisted\n",
      "- MLER: No data found, symbol may be delisted\n",
      "- MLER: No data found, symbol may be delisted\n",
      "- MLES: No data found, symbol may be delisted\n",
      "- MLES: No data found, symbol may be delisted\n",
      "- MLES: No data found, symbol may be delisted\n",
      "- MLEX: No data found for this date range, symbol may be delisted\n",
      "- MLEX: No data found for this date range, symbol may be delisted\n",
      "- MLEX: No data found for this date range, symbol may be delisted\n",
      "- MLEX: No data found for this date range, symbol may be delisted\n",
      "- MLGT: No data found for this date range, symbol may be delisted\n",
      "- MLGT: No data found for this date range, symbol may be delisted\n",
      "- MLGT: No data found for this date range, symbol may be delisted\n",
      "- MLNK: No data found for this date range, symbol may be delisted\n",
      "- MLNK: No data found for this date range, symbol may be delisted\n",
      "- MLNK: No data found for this date range, symbol may be delisted\n",
      "- MLNK: No data found for this date range, symbol may be delisted\n",
      "- MLNK: No data found for this date range, symbol may be delisted\n",
      "- MLOBF: No data found, symbol may be delisted\n",
      "- MLOBF: No data found, symbol may be delisted\n",
      "- MLOBF: No data found, symbol may be delisted\n",
      "- MLOBF: No data found, symbol may be delisted\n",
      "- MLSV: No data found, symbol may be delisted\n",
      "- MLSV: No data found, symbol may be delisted\n",
      "- MLSV: No data found, symbol may be delisted\n",
      "- MLTX: Data doesn't exist for startDate = 1358053200, endDate = 1368763200\n",
      "- MLTX: Data doesn't exist for startDate = 1389502800, endDate = 1400212800\n",
      "- MLTX: No data found for this date range, symbol may be delisted\n",
      "- MLTX: No data found for this date range, symbol may be delisted\n",
      "- MM: No data found for this date range, symbol may be delisted\n",
      "- MM: No data found for this date range, symbol may be delisted\n",
      "- MM: No data found for this date range, symbol may be delisted\n",
      "- MMAB: No data found, symbol may be delisted\n",
      "- MMAB: No data found, symbol may be delisted\n",
      "- MMAB: No data found, symbol may be delisted\n",
      "- MMAB: No data found, symbol may be delisted\n",
      "- MMAX: No data found for this date range, symbol may be delisted\n",
      "- MMAX: No data found for this date range, symbol may be delisted\n",
      "- MMAX: No data found for this date range, symbol may be delisted\n",
      "- MMAX: No data found for this date range, symbol may be delisted\n",
      "- MMGW: No data found for this date range, symbol may be delisted\n",
      "- MMGW: No data found for this date range, symbol may be delisted\n",
      "- MMMB: Data doesn't exist for startDate = 1358053200, endDate = 1368763200\n",
      "- MMMS: No data found, symbol may be delisted\n",
      "- MMMS: No data found, symbol may be delisted\n",
      "- MMMS: No data found, symbol may be delisted\n",
      "- MNDL: No data found for this date range, symbol may be delisted\n",
      "- MNDL: No data found for this date range, symbol may be delisted\n",
      "- MNDL: No data found for this date range, symbol may be delisted\n",
      "- MNDL: No data found for this date range, symbol may be delisted\n",
      "- MNGA: No data found, symbol may be delisted\n",
      "- MNGA: No data found, symbol may be delisted\n",
      "- MNGA: No data found, symbol may be delisted\n",
      "- MNGA: No data found, symbol may be delisted\n",
      "- MNHN: No data found for this date range, symbol may be delisted\n",
      "- MNI: No data found, symbol may be delisted\n",
      "- MNI: No data found, symbol may be delisted\n",
      "- MNI: No data found, symbol may be delisted\n",
      "- MNI: No data found, symbol may be delisted\n",
      "- MNRK: No data found for this date range, symbol may be delisted\n",
      "- MNRK: No data found for this date range, symbol may be delisted\n",
      "- MNRK: No data found for this date range, symbol may be delisted\n",
      "- MNRK: No data found for this date range, symbol may be delisted\n",
      "- MNTG: No data found for this date range, symbol may be delisted\n",
      "- MNTG: No data found for this date range, symbol may be delisted\n",
      "- MNTG: No data found for this date range, symbol may be delisted\n",
      "- MOC: No data found, symbol may be delisted\n",
      "- MOC: No data found, symbol may be delisted\n",
      "- MOC: No data found, symbol may be delisted\n",
      "- MOC: No data found, symbol may be delisted\n",
      "- MOCO: No data found for this date range, symbol may be delisted\n",
      "- MOCO: No data found for this date range, symbol may be delisted\n",
      "- MOCO: No data found for this date range, symbol may be delisted\n",
      "- MOCO: No data found for this date range, symbol may be delisted\n",
      "- MOGA: No data found for this date range, symbol may be delisted\n",
      "- MOTR: No data found for this date range, symbol may be delisted\n",
      "- MOVED: No data found for this date range, symbol may be delisted\n",
      "- MOVED: No data found for this date range, symbol may be delisted\n",
      "- MPAC: No data found for this date range, symbol may be delisted\n",
      "- MPAQ: No data found, symbol may be delisted\n",
      "- MPAQ: No data found, symbol may be delisted\n",
      "- MPAQ: No data found, symbol may be delisted\n",
      "- MPAQ: No data found, symbol may be delisted\n",
      "- MPET: No data found for this date range, symbol may be delisted\n",
      "- MPET: No data found for this date range, symbol may be delisted\n",
      "- MPET: No data found for this date range, symbol may be delisted\n",
      "- MPET: No data found for this date range, symbol may be delisted\n",
      "- MPF: No data found for this date range, symbol may be delisted\n",
      "- MPF: No data found for this date range, symbol may be delisted\n",
      "- MPF: No data found for this date range, symbol may be delisted\n",
      "- MPF: No data found for this date range, symbol may be delisted\n",
      "- MPG: No data found for this date range, symbol may be delisted\n",
      "- MPG: No data found for this date range, symbol may be delisted\n",
      "- MPG: No data found for this date range, symbol may be delisted\n",
      "- MPO: No data found, symbol may be delisted\n",
      "- MPO: No data found, symbol may be delisted\n",
      "- MPO: No data found, symbol may be delisted\n",
      "- MPO: No data found, symbol may be delisted\n",
      "- MPSP: No data found, symbol may be delisted\n",
      "- MPSX: No data found for this date range, symbol may be delisted\n",
      "- MRCD: No data found, symbol may be delisted\n",
      "- MRCD: No data found, symbol may be delisted\n",
      "- MRCD: No data found, symbol may be delisted\n",
      "- MRD: No data found for this date range, symbol may be delisted\n",
      "- MRD: No data found for this date range, symbol may be delisted\n",
      "- MREE: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- MREE: No data found for this date range, symbol may be delisted\n",
      "- MRFD: No data found for this date range, symbol may be delisted\n",
      "- MRGE: Data doesn't exist for startDate = 1354942800, endDate = 1365652800\n",
      "- MRGE: Data doesn't exist for startDate = 1386738000, endDate = 1397448000\n",
      "- MRGE: Data doesn't exist for startDate = 1416978000, endDate = 1427688000\n",
      "- MRH: Data doesn't exist for startDate = 1353733200, endDate = 1364443200\n",
      "- MRH: Data doesn't exist for startDate = 1385355600, endDate = 1396065600\n",
      "- MRH: Data doesn't exist for startDate = 1416805200, endDate = 1427515200\n",
      "- MRIC: No data found, symbol may be delisted\n",
      "- MRIC: No data found, symbol may be delisted\n",
      "- MRIC: No data found, symbol may be delisted\n",
      "- MRIC: No data found, symbol may be delisted\n",
      "- MRVC: No data found for this date range, symbol may be delisted\n",
      "- MRVC: No data found for this date range, symbol may be delisted\n",
      "- MRVC: No data found for this date range, symbol may be delisted\n",
      "- MRVC: No data found for this date range, symbol may be delisted\n",
      "- MSEH: No data found for this date range, symbol may be delisted\n",
      "- MSEL: No data found for this date range, symbol may be delisted\n",
      "- MSG: Data doesn't exist for startDate = 1369022400, endDate = 1379736000\n",
      "- MSG: Data doesn't exist for startDate = 1400472000, endDate = 1411185600\n",
      "- MSHF: No data found, symbol may be delisted\n",
      "- MSHF: No data found, symbol may be delisted\n",
      "- MSHL: No data found for this date range, symbol may be delisted\n",
      "- MSHL: No data found for this date range, symbol may be delisted\n",
      "- MSHL: No data found for this date range, symbol may be delisted\n",
      "- MSHL: No data found for this date range, symbol may be delisted\n",
      "- MSHT: No data found for this date range, symbol may be delisted\n",
      "- MSHT: No data found for this date range, symbol may be delisted\n",
      "- MSHT: No data found for this date range, symbol may be delisted\n",
      "- MSHT: No data found for this date range, symbol may be delisted\n",
      "- MSL: No data found, symbol may be delisted\n",
      "- MSL: No data found, symbol may be delisted\n",
      "- MSL: No data found, symbol may be delisted\n",
      "- MSL: No data found, symbol may be delisted\n",
      "- MSO: No data found for this date range, symbol may be delisted\n",
      "- MSO: No data found for this date range, symbol may be delisted\n",
      "- MSO: No data found for this date range, symbol may be delisted\n",
      "- MSOL: No data found for this date range, symbol may be delisted\n",
      "- MSOL: No data found for this date range, symbol may be delisted\n",
      "- MSOL: No data found for this date range, symbol may be delisted\n",
      "- MSOL: No data found for this date range, symbol may be delisted\n",
      "- MSXP: No data found, symbol may be delisted\n",
      "- MTGB: No data found for this date range, symbol may be delisted\n",
      "- MTGB: No data found for this date range, symbol may be delisted\n",
      "- MTKN: No data found, symbol may be delisted\n",
      "- MTKN: No data found, symbol may be delisted\n",
      "- MTKN: No data found, symbol may be delisted\n",
      "- MTKN: No data found, symbol may be delisted\n",
      "- MTSN: No data found for this date range, symbol may be delisted\n",
      "- MTSN: No data found for this date range, symbol may be delisted\n",
      "- MTSN: No data found for this date range, symbol may be delisted\n",
      "- MTSN: No data found for this date range, symbol may be delisted\n",
      "- MTST: Data doesn't exist for startDate = 1361682000, endDate = 1372392000\n",
      "- MTTA: No data found, symbol may be delisted\n",
      "- MTTA: No data found, symbol may be delisted\n",
      "- MTTA: No data found, symbol may be delisted\n",
      "- MULT: Data doesn't exist for startDate = 1360386000, endDate = 1371096000\n",
      "- MULT: Data doesn't exist for startDate = 1390280400, endDate = 1400990400\n",
      "- MULT: No data found for this date range, symbol may be delisted\n",
      "- MUSA: Data doesn't exist for startDate = 1355288400, endDate = 1365998400\n",
      "- MVNR: No data found, symbol may be delisted\n",
      "- MVNR: No data found, symbol may be delisted\n",
      "- MVNTD: No data found, symbol may be delisted\n",
      "- MVNTD: No data found, symbol may be delisted\n",
      "- MVNTD: No data found, symbol may be delisted\n",
      "- MVTG: No data found for this date range, symbol may be delisted\n",
      "- MVTG: No data found for this date range, symbol may be delisted\n",
      "- MVTG: No data found for this date range, symbol may be delisted\n",
      "- MVTG: No data found for this date range, symbol may be delisted\n",
      "- MW: No data found for this date range, symbol may be delisted\n",
      "- MW: No data found for this date range, symbol may be delisted\n",
      "- MW: No data found for this date range, symbol may be delisted\n",
      "- MW: No data found for this date range, symbol may be delisted\n",
      "- MWBN: No data found, symbol may be delisted\n",
      "- MWBN: No data found, symbol may be delisted\n",
      "- MWBN: No data found, symbol may be delisted\n",
      "- MWBN: No data found, symbol may be delisted\n",
      "- MWE: No data found for this date range, symbol may be delisted\n",
      "- MWE: No data found for this date range, symbol may be delisted\n",
      "- MWE: No data found for this date range, symbol may be delisted\n",
      "- MWIV: No data found for this date range, symbol may be delisted\n",
      "- MWIV: No data found for this date range, symbol may be delisted\n",
      "- MWRX: No data found, symbol may be delisted\n",
      "- MWV: No data found for this date range, symbol may be delisted\n",
      "- MWV: No data found for this date range, symbol may be delisted\n",
      "- MWV: No data found for this date range, symbol may be delisted\n",
      "- MWW: No data found for this date range, symbol may be delisted\n",
      "- MWW: No data found for this date range, symbol may be delisted\n",
      "- MWW: No data found for this date range, symbol may be delisted\n",
      "- MWW: No data found for this date range, symbol may be delisted\n",
      "- MXEX: No data found, symbol may be delisted\n",
      "- MXEX: No data found, symbol may be delisted\n",
      "- MXEX: No data found, symbol may be delisted\n",
      "- MXEX: No data found, symbol may be delisted\n",
      "- MXOM: Data doesn't exist for startDate = 1360645200, endDate = 1371355200\n",
      "- MXON: No data found for this date range, symbol may be delisted\n",
      "- MXON: No data found for this date range, symbol may be delisted\n",
      "- MXPT: No data found for this date range, symbol may be delisted\n",
      "- MXWL: No data found, symbol may be delisted\n",
      "- MXWL: No data found, symbol may be delisted\n",
      "- MXWL: No data found, symbol may be delisted\n",
      "- MXWL: No data found, symbol may be delisted\n",
      "- MYCC: No data found for this date range, symbol may be delisted\n",
      "- MYCC: No data found for this date range, symbol may be delisted\n",
      "- MYCC: No data found for this date range, symbol may be delisted\n",
      "- MYCG: No data found for this date range, symbol may be delisted\n",
      "- MYCG: No data found for this date range, symbol may be delisted\n",
      "- MYCG: No data found for this date range, symbol may be delisted\n",
      "- MYCG: No data found for this date range, symbol may be delisted\n",
      "- MYNG: No data found for this date range, symbol may be delisted\n",
      "- MYOC: No data found, symbol may be delisted\n",
      "- MYOC: No data found, symbol may be delisted\n",
      "- MYOC: No data found, symbol may be delisted\n",
      "- MYOC: No data found, symbol may be delisted\n",
      "- MZAV: No data found, symbol may be delisted\n",
      "- MZAV: No data found, symbol may be delisted\n",
      "- MZEI: No data found for this date range, symbol may be delisted\n",
      "- MZEI: No data found for this date range, symbol may be delisted\n",
      "- MZEI: No data found for this date range, symbol may be delisted\n",
      "- MZEI: No data found for this date range, symbol may be delisted\n",
      "- N: No data found for this date range, symbol may be delisted\n",
      "- N: No data found for this date range, symbol may be delisted\n",
      "- N: No data found for this date range, symbol may be delisted\n",
      "- N: No data found for this date range, symbol may be delisted\n",
      "- N: No data found for this date range, symbol may be delisted\n",
      "- N: No data found for this date range, symbol may be delisted\n",
      "- N: No data found for this date range, symbol may be delisted\n",
      "- N: No data found for this date range, symbol may be delisted\n",
      "- NAGM: No data found for this date range, symbol may be delisted\n",
      "- NAGM: No data found for this date range, symbol may be delisted\n",
      "- NAGM: No data found for this date range, symbol may be delisted\n",
      "- NAGM: No data found for this date range, symbol may be delisted\n",
      "- NAGM: No data found for this date range, symbol may be delisted\n",
      "- NAGP: No data found for this date range, symbol may be delisted\n",
      "- NANA: No data found for this date range, symbol may be delisted\n",
      "- NANA: No data found for this date range, symbol may be delisted\n",
      "- NANA: No data found for this date range, symbol may be delisted\n",
      "- NANA: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- NANA: No data found for this date range, symbol may be delisted\n",
      "- NANA: No data found for this date range, symbol may be delisted\n",
      "- NANA: No data found for this date range, symbol may be delisted\n",
      "- NANM: No data found, symbol may be delisted\n",
      "- NANM: No data found, symbol may be delisted\n",
      "- NANO: No data found, symbol may be delisted\n",
      "- NANO: No data found, symbol may be delisted\n",
      "- NANO: No data found, symbol may be delisted\n",
      "- NANO: No data found, symbol may be delisted\n",
      "- NAQ: No data found for this date range, symbol may be delisted\n",
      "- NASV: No data found, symbol may be delisted\n",
      "- NASV: No data found, symbol may be delisted\n",
      "- NASV: No data found, symbol may be delisted\n",
      "- NATL: No data found for this date range, symbol may be delisted\n",
      "- NATL: No data found for this date range, symbol may be delisted\n",
      "- NATL: No data found for this date range, symbol may be delisted\n",
      "- NATL: No data found for this date range, symbol may be delisted\n",
      "- NAVG: No data found, symbol may be delisted\n",
      "- NAVG: No data found, symbol may be delisted\n",
      "- NAVG: No data found, symbol may be delisted\n",
      "- NAVG: No data found, symbol may be delisted\n",
      "- NAVR: No data found for this date range, symbol may be delisted\n",
      "- NAVR: No data found for this date range, symbol may be delisted\n",
      "- NAVR: No data found for this date range, symbol may be delisted\n",
      "- NAWL: No data found for this date range, symbol may be delisted\n",
      "- NAWL: No data found for this date range, symbol may be delisted\n",
      "- NAWL: No data found for this date range, symbol may be delisted\n",
      "- NAWL: No data found for this date range, symbol may be delisted\n",
      "- NAWL: No data found for this date range, symbol may be delisted\n",
      "- NBBC: No data found for this date range, symbol may be delisted\n",
      "- NBBC: No data found for this date range, symbol may be delisted\n",
      "- NBBC: No data found for this date range, symbol may be delisted\n",
      "- NBCB: No data found for this date range, symbol may be delisted\n",
      "- NBCB: No data found for this date range, symbol may be delisted\n",
      "- NBCB: No data found for this date range, symbol may be delisted\n",
      "4000 8642 1645\n",
      "- NBOH: No data found for this date range, symbol may be delisted\n",
      "- NBS: No data found for this date range, symbol may be delisted\n",
      "- NBS: No data found for this date range, symbol may be delisted\n",
      "- NBS: No data found for this date range, symbol may be delisted\n",
      "- NBTF: No data found for this date range, symbol may be delisted\n",
      "- NBTF: No data found for this date range, symbol may be delisted\n",
      "- NCBC: No data found for this date range, symbol may be delisted\n",
      "- NCBC: No data found for this date range, symbol may be delisted\n",
      "- NCBC: No data found for this date range, symbol may be delisted\n",
      "- NCBC: No data found for this date range, symbol may be delisted\n",
      "- NCFT: No data found for this date range, symbol may be delisted\n",
      "- NCFT: No data found for this date range, symbol may be delisted\n",
      "- NCI: No data found, symbol may be delisted\n",
      "- NCI: No data found, symbol may be delisted\n",
      "- NCI: No data found, symbol may be delisted\n",
      "- NCI: No data found, symbol may be delisted\n",
      "- NCIT: No data found for this date range, symbol may be delisted\n",
      "- NCIT: No data found for this date range, symbol may be delisted\n",
      "- NCIT: No data found for this date range, symbol may be delisted\n",
      "- NCIT: No data found for this date range, symbol may be delisted\n",
      "- NCQ: No data found for this date range, symbol may be delisted\n",
      "- NCQ: No data found for this date range, symbol may be delisted\n",
      "- NCQ: No data found for this date range, symbol may be delisted\n",
      "- NCQ: No data found for this date range, symbol may be delisted\n",
      "- NCRG: No data found for this date range, symbol may be delisted\n",
      "- NCRG: No data found for this date range, symbol may be delisted\n",
      "- NCRG: No data found for this date range, symbol may be delisted\n",
      "- NCS: No data found, symbol may be delisted\n",
      "- NCS: No data found, symbol may be delisted\n",
      "- NCS: No data found, symbol may be delisted\n",
      "- NCT: Data doesn't exist for startDate = 1353992400, endDate = 1364702400\n",
      "- NCT: Data doesn't exist for startDate = 1385787600, endDate = 1396497600\n",
      "- NDN: Data doesn't exist for startDate = 1365566400, endDate = 1376280000\n",
      "- NDRO: No data found for this date range, symbol may be delisted\n",
      "- NDRO: No data found for this date range, symbol may be delisted\n",
      "- NDRO: No data found for this date range, symbol may be delisted\n",
      "- NDRO: No data found for this date range, symbol may be delisted\n",
      "- NECX: No data found for this date range, symbol may be delisted\n",
      "- NECX: No data found for this date range, symbol may be delisted\n",
      "- NECX: No data found for this date range, symbol may be delisted\n",
      "- NEFF: No data found for this date range, symbol may be delisted\n",
      "- NEFF: No data found for this date range, symbol may be delisted\n",
      "- NEOT: No data found for this date range, symbol may be delisted\n",
      "- NEOT: No data found for this date range, symbol may be delisted\n",
      "- NEPA: No data found, symbol may be delisted\n",
      "- NEPA: No data found, symbol may be delisted\n",
      "- NEPA: No data found, symbol may be delisted\n",
      "- NEPA: No data found, symbol may be delisted\n",
      "- NEUKF: No data found for this date range, symbol may be delisted\n",
      "- NEUKF: No data found for this date range, symbol may be delisted\n",
      "- NEUKF: No data found for this date range, symbol may be delisted\n",
      "- NEUKF: No data found for this date range, symbol may be delisted\n",
      "- NEWM: No data found, symbol may be delisted\n",
      "- NEWM: No data found, symbol may be delisted\n",
      "- NEWM: No data found, symbol may be delisted\n",
      "- NEWP: No data found for this date range, symbol may be delisted\n",
      "- NEWP: No data found for this date range, symbol may be delisted\n",
      "- NEWP: No data found for this date range, symbol may be delisted\n",
      "- NEWP: No data found for this date range, symbol may be delisted\n",
      "- NEWS: Data doesn't exist for startDate = 1354078800, endDate = 1364788800\n",
      "- NEWS: Data doesn't exist for startDate = 1386738000, endDate = 1397448000\n",
      "- NEWS: Data doesn't exist for startDate = 1417410000, endDate = 1428120000\n",
      "- NEWS: Data doesn't exist for startDate = 1449032400, endDate = 1459742400\n",
      "- NEXM: No data found for this date range, symbol may be delisted\n",
      "- NEXM: No data found for this date range, symbol may be delisted\n",
      "- NEXM: No data found for this date range, symbol may be delisted\n",
      "- NEXM: No data found for this date range, symbol may be delisted\n",
      "- NEXS: Data doesn't exist for startDate = 1358053200, endDate = 1368763200\n",
      "- NEXS: Data doesn't exist for startDate = 1386738000, endDate = 1397448000\n",
      "- NEXS: Data doesn't exist for startDate = 1418446800, endDate = 1429156800\n",
      "- NEYYF: No data found, symbol may be delisted\n",
      "- NEYYF: No data found, symbol may be delisted\n",
      "- NFBH: No data found for this date range, symbol may be delisted\n",
      "- NFBH: No data found for this date range, symbol may be delisted\n",
      "- NFBH: No data found for this date range, symbol may be delisted\n",
      "- NFBH: No data found for this date range, symbol may be delisted\n",
      "- NFDS: No data found for this date range, symbol may be delisted\n",
      "- NFDS: No data found for this date range, symbol may be delisted\n",
      "- NFDS: No data found for this date range, symbol may be delisted\n",
      "- NFDS: No data found for this date range, symbol may be delisted\n",
      "- NFEC: No data found for this date range, symbol may be delisted\n",
      "- NFEC: No data found for this date range, symbol may be delisted\n",
      "- NFEC: No data found for this date range, symbol may be delisted\n",
      "- NFEC: No data found for this date range, symbol may be delisted\n",
      "- NGHI: No data found for this date range, symbol may be delisted\n",
      "- NGHI: No data found for this date range, symbol may be delisted\n",
      "- NGHI: No data found for this date range, symbol may be delisted\n",
      "- NGHI: No data found for this date range, symbol may be delisted\n",
      "- NGLS: No data found for this date range, symbol may be delisted\n",
      "- NGLS: No data found for this date range, symbol may be delisted\n",
      "- NGLS: No data found for this date range, symbol may be delisted\n",
      "- NGLS: No data found for this date range, symbol may be delisted\n",
      "- NGPC: No data found for this date range, symbol may be delisted\n",
      "- NGPC: No data found for this date range, symbol may be delisted\n",
      "- NGPC: No data found for this date range, symbol may be delisted\n",
      "- NGPC: No data found for this date range, symbol may be delisted\n",
      "- NGTE: No data found for this date range, symbol may be delisted\n",
      "- NGTE: No data found for this date range, symbol may be delisted\n",
      "- NGTE: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- NHTB: No data found for this date range, symbol may be delisted\n",
      "- NHTB: No data found for this date range, symbol may be delisted\n",
      "- NHTB: No data found for this date range, symbol may be delisted\n",
      "- NHTB: No data found for this date range, symbol may be delisted\n",
      "- NHYT: No data found for this date range, symbol may be delisted\n",
      "- NHYT: No data found for this date range, symbol may be delisted\n",
      "- NHYT: No data found for this date range, symbol may be delisted\n",
      "- NHYT: No data found for this date range, symbol may be delisted\n",
      "- NIHD: Data doesn't exist for startDate = 1353992400, endDate = 1364702400\n",
      "- NIHD: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "- NIHD: Data doesn't exist for startDate = 1417928400, endDate = 1428638400\n",
      "- NILE: No data found for this date range, symbol may be delisted\n",
      "- NILE: No data found for this date range, symbol may be delisted\n",
      "- NILE: No data found for this date range, symbol may be delisted\n",
      "- NILE: No data found for this date range, symbol may be delisted\n",
      "- NIVI: No data found for this date range, symbol may be delisted\n",
      "- NIVI: No data found for this date range, symbol may be delisted\n",
      "- NIVI: No data found for this date range, symbol may be delisted\n",
      "- NIVI: No data found for this date range, symbol may be delisted\n",
      "- NKA: No data found for this date range, symbol may be delisted\n",
      "- NKA: No data found for this date range, symbol may be delisted\n",
      "- NKA: No data found for this date range, symbol may be delisted\n",
      "- NKA: No data found for this date range, symbol may be delisted\n",
      "- NLN: Data doesn't exist for startDate = 1354683600, endDate = 1365393600\n",
      "- NLN: Data doesn't exist for startDate = 1386651600, endDate = 1397361600\n",
      "- NLN: Data doesn't exist for startDate = 1417410000, endDate = 1428120000\n",
      "- NLNK: No data found, symbol may be delisted\n",
      "- NLNK: No data found, symbol may be delisted\n",
      "- NLNK: No data found, symbol may be delisted\n",
      "- NLNK: No data found, symbol may be delisted\n",
      "- NLXI: No data found for this date range, symbol may be delisted\n",
      "- NMBL: No data found for this date range, symbol may be delisted\n",
      "- NMBL: No data found for this date range, symbol may be delisted\n",
      "- NMBL: No data found for this date range, symbol may be delisted\n",
      "- NMED: No data found, symbol may be delisted\n",
      "- NMED: No data found, symbol may be delisted\n",
      "- NMED: No data found, symbol may be delisted\n",
      "- NMRX: No data found for this date range, symbol may be delisted\n",
      "- NMRX: No data found for this date range, symbol may be delisted\n",
      "- NMRX: No data found for this date range, symbol may be delisted\n",
      "- NMRX: No data found for this date range, symbol may be delisted\n",
      "- NNAN: No data found for this date range, symbol may be delisted\n",
      "- NNAN: No data found for this date range, symbol may be delisted\n",
      "- NNAN: No data found for this date range, symbol may be delisted\n",
      "- NNAN: No data found for this date range, symbol may be delisted\n",
      "- NNPP: No data found for this date range, symbol may be delisted\n",
      "- NNPP: No data found for this date range, symbol may be delisted\n",
      "- NNPP: No data found for this date range, symbol may be delisted\n",
      "- NNPP: No data found for this date range, symbol may be delisted\n",
      "- NOR: No data found for this date range, symbol may be delisted\n",
      "- NOR: No data found for this date range, symbol may be delisted\n",
      "- NOR: No data found for this date range, symbol may be delisted\n",
      "- NOR: No data found for this date range, symbol may be delisted\n",
      "- NOVB: No data found for this date range, symbol may be delisted\n",
      "- NOVB: No data found for this date range, symbol may be delisted\n",
      "- NOVS: Data doesn't exist for startDate = 1354078800, endDate = 1364788800\n",
      "- NOVS: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "- NOVS: Data doesn't exist for startDate = 1417237200, endDate = 1427947200\n",
      "- NOVS: Data doesn't exist for startDate = 1447563600, endDate = 1458273600\n",
      "- NPBC: No data found for this date range, symbol may be delisted\n",
      "- NPBC: No data found for this date range, symbol may be delisted\n",
      "- NPBC: No data found for this date range, symbol may be delisted\n",
      "- NPBC: No data found for this date range, symbol may be delisted\n",
      "- NPDV: No data found for this date range, symbol may be delisted\n",
      "- NPDV: No data found for this date range, symbol may be delisted\n",
      "- NPDV: No data found for this date range, symbol may be delisted\n",
      "- NPDV: No data found for this date range, symbol may be delisted\n",
      "- NPKG: No data found for this date range, symbol may be delisted\n",
      "- NPKG: No data found for this date range, symbol may be delisted\n",
      "- NPKG: No data found for this date range, symbol may be delisted\n",
      "- NPKG: No data found for this date range, symbol may be delisted\n",
      "- NPSP: No data found for this date range, symbol may be delisted\n",
      "- NPSP: No data found for this date range, symbol may be delisted\n",
      "- NPSP: No data found for this date range, symbol may be delisted\n",
      "- NRCIA: No data found for this date range, symbol may be delisted\n",
      "- NRCIA: No data found for this date range, symbol may be delisted\n",
      "- NRCIA: No data found for this date range, symbol may be delisted\n",
      "- NRCIA: No data found for this date range, symbol may be delisted\n",
      "- NRDS: No data found for this date range, symbol may be delisted\n",
      "- NRF: No data found for this date range, symbol may be delisted\n",
      "- NRF: No data found for this date range, symbol may be delisted\n",
      "- NRF: No data found for this date range, symbol may be delisted\n",
      "- NRF: No data found for this date range, symbol may be delisted\n",
      "- NRMG: No data found, symbol may be delisted\n",
      "- NRMG: No data found, symbol may be delisted\n",
      "- NRU: No data found for this date range, symbol may be delisted\n",
      "- NRU: No data found for this date range, symbol may be delisted\n",
      "- NRU: No data found for this date range, symbol may be delisted\n",
      "- NRU: No data found for this date range, symbol may be delisted\n",
      "- NRVN: No data found for this date range, symbol may be delisted\n",
      "- NRVN: No data found for this date range, symbol may be delisted\n",
      "- NRVN: No data found for this date range, symbol may be delisted\n",
      "- NRVN: No data found for this date range, symbol may be delisted\n",
      "- NRX: No data found for this date range, symbol may be delisted\n",
      "- NRX: No data found for this date range, symbol may be delisted\n",
      "- NRX: No data found for this date range, symbol may be delisted\n",
      "- NSAM: No data found for this date range, symbol may be delisted\n",
      "- NSAM: No data found for this date range, symbol may be delisted\n",
      "- NSCT: No data found for this date range, symbol may be delisted\n",
      "- NSCT: No data found for this date range, symbol may be delisted\n",
      "- NSCT: No data found for this date range, symbol may be delisted\n",
      "- NSCT: No data found for this date range, symbol may be delisted\n",
      "- NSCT: No data found for this date range, symbol may be delisted\n",
      "- NSCT: No data found for this date range, symbol may be delisted\n",
      "- NSCT: No data found for this date range, symbol may be delisted\n",
      "- NSCT: No data found for this date range, symbol may be delisted\n",
      "- NSLP: No data found for this date range, symbol may be delisted\n",
      "- NSLP: No data found for this date range, symbol may be delisted\n",
      "- NSLP: No data found for this date range, symbol may be delisted\n",
      "- NSOL: No data found for this date range, symbol may be delisted\n",
      "- NSOL: No data found for this date range, symbol may be delisted\n",
      "- NSOL: No data found for this date range, symbol may be delisted\n",
      "- NSPH: No data found for this date range, symbol may be delisted\n",
      "- NSPH: No data found for this date range, symbol may be delisted\n",
      "- NSPH: No data found for this date range, symbol may be delisted\n",
      "- NSPH: No data found for this date range, symbol may be delisted\n",
      "- NSR: No data found for this date range, symbol may be delisted\n",
      "- NSR: No data found for this date range, symbol may be delisted\n",
      "- NSR: No data found for this date range, symbol may be delisted\n",
      "- NSR: No data found for this date range, symbol may be delisted\n",
      "- NSTK: No data found for this date range, symbol may be delisted\n",
      "- NSTK: No data found for this date range, symbol may be delisted\n",
      "- NSTK: No data found for this date range, symbol may be delisted\n",
      "- NSTK: No data found for this date range, symbol may be delisted\n",
      "- NTHH: No data found for this date range, symbol may be delisted\n",
      "- NTHH: No data found for this date range, symbol may be delisted\n",
      "- NTHH: No data found for this date range, symbol may be delisted\n",
      "- NTHH: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- NTI: No data found for this date range, symbol may be delisted\n",
      "- NTI: No data found for this date range, symbol may be delisted\n",
      "- NTI: No data found for this date range, symbol may be delisted\n",
      "- NTI: No data found for this date range, symbol may be delisted\n",
      "- NTI: No data found for this date range, symbol may be delisted\n",
      "- NTI: No data found for this date range, symbol may be delisted\n",
      "- NTI: No data found for this date range, symbol may be delisted\n",
      "- NTI: No data found for this date range, symbol may be delisted\n",
      "- NTK: No data found for this date range, symbol may be delisted\n",
      "- NTK: No data found for this date range, symbol may be delisted\n",
      "- NTK: No data found for this date range, symbol may be delisted\n",
      "- NTK: No data found for this date range, symbol may be delisted\n",
      "- NTLS: No data found for this date range, symbol may be delisted\n",
      "- NTLS: No data found for this date range, symbol may be delisted\n",
      "- NTLS: No data found for this date range, symbol may be delisted\n",
      "- NTLS: No data found for this date range, symbol may be delisted\n",
      "- NTMM: No data found for this date range, symbol may be delisted\n",
      "- NTMS: No data found, symbol may be delisted\n",
      "- NTMS: No data found, symbol may be delisted\n",
      "- NTMS: No data found, symbol may be delisted\n",
      "- NTMS: No data found, symbol may be delisted\n",
      "- NTY: Data doesn't exist for startDate = 1377403200, endDate = 1388120400\n",
      "- NTY: No data found for this date range, symbol may be delisted\n",
      "- NU: No data found for this date range, symbol may be delisted\n",
      "- NU: No data found for this date range, symbol may be delisted\n",
      "- NU: No data found for this date range, symbol may be delisted\n",
      "- NU: No data found for this date range, symbol may be delisted\n",
      "- NULM: No data found for this date range, symbol may be delisted\n",
      "- NULM: No data found for this date range, symbol may be delisted\n",
      "- NULM: No data found for this date range, symbol may be delisted\n",
      "- NULM: No data found for this date range, symbol may be delisted\n",
      "- NUMD: Data doesn't exist for startDate = 1356411600, endDate = 1367121600\n",
      "- NUMD: Data doesn't exist for startDate = 1384923600, endDate = 1395633600\n",
      "- NUNC: No data found, symbol may be delisted\n",
      "- NUNC: No data found, symbol may be delisted\n",
      "- NUNC: No data found, symbol may be delisted\n",
      "- NUTR: No data found for this date range, symbol may be delisted\n",
      "- NUTR: No data found for this date range, symbol may be delisted\n",
      "- NUTR: No data found for this date range, symbol may be delisted\n",
      "- NUTR: No data found for this date range, symbol may be delisted\n",
      "- NUVO: No data found for this date range, symbol may be delisted\n",
      "- NUVO: No data found for this date range, symbol may be delisted\n",
      "- NUVO: No data found for this date range, symbol may be delisted\n",
      "- NUVO: No data found for this date range, symbol may be delisted\n",
      "- NVEE: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- NVET: No data found for this date range, symbol may be delisted\n",
      "- NVET: No data found for this date range, symbol may be delisted\n",
      "- NVL: Data doesn't exist for startDate = 1360558800, endDate = 1371268800\n",
      "- NVL: Data doesn't exist for startDate = 1392181200, endDate = 1402891200\n",
      "- NVL: Data doesn't exist for startDate = 1423371600, endDate = 1434081600\n",
      "- NVL: Data doesn't exist for startDate = 1454821200, endDate = 1465531200\n",
      "- NVLS: No data found for this date range, symbol may be delisted\n",
      "- NVLX: No data found for this date range, symbol may be delisted\n",
      "- NVLX: No data found for this date range, symbol may be delisted\n",
      "- NVLX: No data found for this date range, symbol may be delisted\n",
      "- NVLX: No data found for this date range, symbol may be delisted\n",
      "- NVMN: No data found, symbol may be delisted\n",
      "- NVMN: No data found, symbol may be delisted\n",
      "- NVMN: No data found, symbol may be delisted\n",
      "- NVSL: No data found for this date range, symbol may be delisted\n",
      "- NVSL: No data found for this date range, symbol may be delisted\n",
      "- NVSL: No data found for this date range, symbol may be delisted\n",
      "- NVTL: No data found for this date range, symbol may be delisted\n",
      "- NVTL: No data found for this date range, symbol may be delisted\n",
      "- NVTL: No data found for this date range, symbol may be delisted\n",
      "- NVTL: No data found for this date range, symbol may be delisted\n",
      "- NWBT: No data found for this date range, symbol may be delisted\n",
      "- NWBT: No data found for this date range, symbol may be delisted\n",
      "- NWBT: No data found for this date range, symbol may be delisted\n",
      "- NWBT: No data found for this date range, symbol may be delisted\n",
      "- NWEC: No data found for this date range, symbol may be delisted\n",
      "- NWEC: No data found for this date range, symbol may be delisted\n",
      "- NWEC: No data found for this date range, symbol may be delisted\n",
      "- NWEC: No data found for this date range, symbol may be delisted\n",
      "- NWINOB: No data found, symbol may be delisted\n",
      "- NWINOB: No data found, symbol may be delisted\n",
      "- NWINOB: No data found, symbol may be delisted\n",
      "- NWINOB: No data found, symbol may be delisted\n",
      "- NWLM: No data found, symbol may be delisted\n",
      "- NWLM: No data found, symbol may be delisted\n",
      "- NWLM: No data found, symbol may be delisted\n",
      "- NWLM: No data found, symbol may be delisted\n",
      "- NWMV: No data found for this date range, symbol may be delisted\n",
      "- NWMV: No data found for this date range, symbol may be delisted\n",
      "- NWMV: No data found for this date range, symbol may be delisted\n",
      "- NWMV: No data found for this date range, symbol may be delisted\n",
      "- NWTR: No data found for this date range, symbol may be delisted\n",
      "- NWTR: No data found for this date range, symbol may be delisted\n",
      "- NWTR: No data found for this date range, symbol may be delisted\n",
      "- NWY: No data found for this date range, symbol may be delisted\n",
      "- NWY: No data found for this date range, symbol may be delisted\n",
      "- NWY: No data found for this date range, symbol may be delisted\n",
      "- NWY: No data found for this date range, symbol may be delisted\n",
      "- NXHC: No data found for this date range, symbol may be delisted\n",
      "- NXHC: No data found for this date range, symbol may be delisted\n",
      "- NXTM: No data found, symbol may be delisted\n",
      "- NXTM: No data found, symbol may be delisted\n",
      "- NXTM: No data found, symbol may be delisted\n",
      "- NXTM: No data found, symbol may be delisted\n",
      "- NYLD: No data found for this date range, symbol may be delisted\n",
      "- NYLD: No data found for this date range, symbol may be delisted\n",
      "- NYLD: No data found for this date range, symbol may be delisted\n",
      "- NYNY: No data found, symbol may be delisted\n",
      "- NYNY: No data found, symbol may be delisted\n",
      "- NYNY: No data found, symbol may be delisted\n",
      "- NYNY: No data found, symbol may be delisted\n",
      "- NYRT: Data doesn't exist for startDate = 1354597200, endDate = 1365307200\n",
      "- NYRT: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "4250 9199 1744\n",
      "- NYTE: No data found for this date range, symbol may be delisted\n",
      "- NYTE: No data found for this date range, symbol may be delisted\n",
      "- NYTE: No data found for this date range, symbol may be delisted\n",
      "- OAK: No data found, symbol may be delisted\n",
      "- OAK: No data found, symbol may be delisted\n",
      "- OAK: No data found, symbol may be delisted\n",
      "- OAK: No data found, symbol may be delisted\n",
      "- OAKS: No data found for this date range, symbol may be delisted\n",
      "- OAKS: No data found for this date range, symbol may be delisted\n",
      "- OAKS: No data found for this date range, symbol may be delisted\n",
      "- OB: No data found for this date range, symbol may be delisted\n",
      "- OB: No data found for this date range, symbol may be delisted\n",
      "- OB: No data found for this date range, symbol may be delisted\n",
      "- OB: No data found for this date range, symbol may be delisted\n",
      "- OBAF: No data found for this date range, symbol may be delisted\n",
      "- OBJE: No data found for this date range, symbol may be delisted\n",
      "- OBJE: No data found for this date range, symbol may be delisted\n",
      "- OBNH: No data found for this date range, symbol may be delisted\n",
      "- OBNH: No data found for this date range, symbol may be delisted\n",
      "- OBNH: No data found for this date range, symbol may be delisted\n",
      "- OCCF: No data found for this date range, symbol may be delisted\n",
      "- OCCF: No data found for this date range, symbol may be delisted\n",
      "- OCCF: No data found for this date range, symbol may be delisted\n",
      "- OCCF: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- OCIR: No data found, symbol may be delisted\n",
      "- OCIR: No data found, symbol may be delisted\n",
      "- OCIR: No data found, symbol may be delisted\n",
      "- OCLS: No data found for this date range, symbol may be delisted\n",
      "- OCLS: No data found for this date range, symbol may be delisted\n",
      "- OCLS: No data found for this date range, symbol may be delisted\n",
      "- OCLS: No data found for this date range, symbol may be delisted\n",
      "- OCR: No data found for this date range, symbol may be delisted\n",
      "- OCR: No data found for this date range, symbol may be delisted\n",
      "- OCR: No data found for this date range, symbol may be delisted\n",
      "- OCRX: No data found for this date range, symbol may be delisted\n",
      "- OCRX: No data found for this date range, symbol may be delisted\n",
      "- OCRX: No data found for this date range, symbol may be delisted\n",
      "- OCRX: No data found for this date range, symbol may be delisted\n",
      "- OCTL: No data found, symbol may be delisted\n",
      "- OCTL: No data found, symbol may be delisted\n",
      "- OCTL: No data found, symbol may be delisted\n",
      "- OCTL: No data found, symbol may be delisted\n",
      "- OCZ: No data found for this date range, symbol may be delisted\n",
      "- OE: No data found for this date range, symbol may be delisted\n",
      "- OE: No data found for this date range, symbol may be delisted\n",
      "- OE: No data found for this date range, symbol may be delisted\n",
      "- OE: No data found for this date range, symbol may be delisted\n",
      "- OHGI: No data found for this date range, symbol may be delisted\n",
      "- OHGI: No data found for this date range, symbol may be delisted\n",
      "- OHGI: No data found for this date range, symbol may be delisted\n",
      "- OHGI: No data found for this date range, symbol may be delisted\n",
      "- OHRP: No data found, symbol may be delisted\n",
      "- OHRP: No data found, symbol may be delisted\n",
      "- OHRP: No data found, symbol may be delisted\n",
      "- OHRP: No data found, symbol may be delisted\n",
      "- OHRP: No data found, symbol may be delisted\n",
      "- OILT: No data found for this date range, symbol may be delisted\n",
      "- OILT: No data found for this date range, symbol may be delisted\n",
      "- OINK: No data found, symbol may be delisted\n",
      "- OINK: No data found, symbol may be delisted\n",
      "- OINK: No data found, symbol may be delisted\n",
      "- OINK: No data found, symbol may be delisted\n",
      "- OKME: No data found for this date range, symbol may be delisted\n",
      "- OKME: No data found for this date range, symbol may be delisted\n",
      "- OKME: No data found for this date range, symbol may be delisted\n",
      "- OKME: No data found for this date range, symbol may be delisted\n",
      "- OKRG: No data found for this date range, symbol may be delisted\n",
      "- OKRG: No data found for this date range, symbol may be delisted\n",
      "- OKRG: No data found for this date range, symbol may be delisted\n",
      "- OKSB: No data found for this date range, symbol may be delisted\n",
      "- OKSB: No data found for this date range, symbol may be delisted\n",
      "- OKSB: No data found for this date range, symbol may be delisted\n",
      "- OKSB: No data found for this date range, symbol may be delisted\n",
      "- OLBK: No data found for this date range, symbol may be delisted\n",
      "- OLBK: No data found for this date range, symbol may be delisted\n",
      "- OLBK: No data found for this date range, symbol may be delisted\n",
      "- OLBK: No data found for this date range, symbol may be delisted\n",
      "- OLIE: No data found for this date range, symbol may be delisted\n",
      "- OMAM: No data found for this date range, symbol may be delisted\n",
      "- OMAM: No data found for this date range, symbol may be delisted\n",
      "- OMCM: No data found, symbol may be delisted\n",
      "- OMCM: No data found, symbol may be delisted\n",
      "- OMCM: No data found, symbol may be delisted\n",
      "- OMCM: No data found, symbol may be delisted\n",
      "- OMDI: No data found, symbol may be delisted\n",
      "- OMDI: No data found, symbol may be delisted\n",
      "- OMDI: No data found, symbol may be delisted\n",
      "- OMDI: No data found, symbol may be delisted\n",
      "- OME: No data found for this date range, symbol may be delisted\n",
      "- OME: No data found for this date range, symbol may be delisted\n",
      "- OME: No data found for this date range, symbol may be delisted\n",
      "- OME: No data found for this date range, symbol may be delisted\n",
      "- OMG: No data found for this date range, symbol may be delisted\n",
      "- OMG: No data found for this date range, symbol may be delisted\n",
      "- OMG: No data found for this date range, symbol may be delisted\n",
      "- OMIF: No data found, symbol may be delisted\n",
      "- ONCE: No data found, symbol may be delisted\n",
      "- ONCE: No data found, symbol may be delisted\n",
      "- ONCE: No data found, symbol may be delisted\n",
      "- ONCE: No data found, symbol may be delisted\n",
      "- ONE: Data doesn't exist for startDate = 1354338000, endDate = 1365048000\n",
      "- ONE: Data doesn't exist for startDate = 1386392400, endDate = 1397102400\n",
      "- ONE: Data doesn't exist for startDate = 1417582800, endDate = 1428292800\n",
      "- ONE: Data doesn't exist for startDate = 1449982800, endDate = 1460692800\n",
      "- ONFC: No data found for this date range, symbol may be delisted\n",
      "- ONFC: No data found for this date range, symbol may be delisted\n",
      "- ONFC: No data found for this date range, symbol may be delisted\n",
      "- ONI: No data found for this date range, symbol may be delisted\n",
      "- ONI: No data found for this date range, symbol may be delisted\n",
      "- ONI: No data found for this date range, symbol may be delisted\n",
      "- ONI: No data found for this date range, symbol may be delisted\n",
      "- ONNN: No data found for this date range, symbol may be delisted\n",
      "- ONNN: No data found for this date range, symbol may be delisted\n",
      "- ONNN: No data found for this date range, symbol may be delisted\n",
      "- ONNN: No data found for this date range, symbol may be delisted\n",
      "- ONS: No data found for this date range, symbol may be delisted\n",
      "- ONTC: No data found for this date range, symbol may be delisted\n",
      "- ONTG: No data found, symbol may be delisted\n",
      "- ONTG: No data found, symbol may be delisted\n",
      "- ONTG: No data found, symbol may be delisted\n",
      "- ONTY: No data found for this date range, symbol may be delisted\n",
      "- ONTY: No data found for this date range, symbol may be delisted\n",
      "- ONTY: No data found for this date range, symbol may be delisted\n",
      "- ONTY: No data found for this date range, symbol may be delisted\n",
      "- ONVI: No data found for this date range, symbol may be delisted\n",
      "- ONVI: No data found for this date range, symbol may be delisted\n",
      "- ONVI: No data found for this date range, symbol may be delisted\n",
      "- ONVI: No data found for this date range, symbol may be delisted\n",
      "- OOO: Data doesn't exist for startDate = 1353819600, endDate = 1364529600\n",
      "- OPBL: No data found, symbol may be delisted\n",
      "- OPBL: No data found, symbol may be delisted\n",
      "- OPBL: No data found, symbol may be delisted\n",
      "- OPCO: No data found, symbol may be delisted\n",
      "- OPCO: No data found, symbol may be delisted\n",
      "- OPCO: No data found, symbol may be delisted\n",
      "- OPCO: No data found, symbol may be delisted\n",
      "- OPEN: No data found for this date range, symbol may be delisted\n",
      "- OPEN: No data found for this date range, symbol may be delisted\n",
      "- OPHT: No data found for this date range, symbol may be delisted\n",
      "- OPHT: No data found for this date range, symbol may be delisted\n",
      "- OPHT: No data found for this date range, symbol may be delisted\n",
      "- OPIX: No data found for this date range, symbol may be delisted\n",
      "- OPLM: No data found for this date range, symbol may be delisted\n",
      "- OPLM: No data found for this date range, symbol may be delisted\n",
      "- OPLM: No data found for this date range, symbol may be delisted\n",
      "- OPLM: No data found for this date range, symbol may be delisted\n",
      "- OPLM: No data found for this date range, symbol may be delisted\n",
      "- OPTI: Data doesn't exist for startDate = 1364356800, endDate = 1375070400\n",
      "- OPWR: No data found for this date range, symbol may be delisted\n",
      "- OPWR: No data found for this date range, symbol may be delisted\n",
      "- OPXA: No data found for this date range, symbol may be delisted\n",
      "- OPXA: No data found for this date range, symbol may be delisted\n",
      "- OPXA: No data found for this date range, symbol may be delisted\n",
      "- OPXA: No data found for this date range, symbol may be delisted\n",
      "- ORB: No data found for this date range, symbol may be delisted\n",
      "- ORB: No data found for this date range, symbol may be delisted\n",
      "- ORCA: No data found for this date range, symbol may be delisted\n",
      "- ORCA: No data found for this date range, symbol may be delisted\n",
      "- ORCA: No data found for this date range, symbol may be delisted\n",
      "- OREX: No data found for this date range, symbol may be delisted\n",
      "- OREX: No data found for this date range, symbol may be delisted\n",
      "- OREX: No data found for this date range, symbol may be delisted\n",
      "- OREX: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- ORFG: No data found, symbol may be delisted\n",
      "- ORFG: No data found, symbol may be delisted\n",
      "- ORFG: No data found, symbol may be delisted\n",
      "- ORFG: No data found, symbol may be delisted\n",
      "- ORFG: No data found, symbol may be delisted\n",
      "- ORG: Data doesn't exist for startDate = 1362200400, endDate = 1372910400\n",
      "- ORIT: No data found, symbol may be delisted\n",
      "- ORIT: No data found, symbol may be delisted\n",
      "- ORIT: No data found, symbol may be delisted\n",
      "- ORIT: No data found, symbol may be delisted\n",
      "- ORM: No data found, symbol may be delisted\n",
      "- ORM: No data found, symbol may be delisted\n",
      "- ORM: No data found, symbol may be delisted\n",
      "- ORNG: No data found for this date range, symbol may be delisted\n",
      "- ORNG: No data found for this date range, symbol may be delisted\n",
      "- ORNG: No data found for this date range, symbol may be delisted\n",
      "- ORPN: No data found for this date range, symbol may be delisted\n",
      "- ORPN: No data found for this date range, symbol may be delisted\n",
      "- ORPN: No data found for this date range, symbol may be delisted\n",
      "- ORPN: No data found for this date range, symbol may be delisted\n",
      "- ORYN: No data found, symbol may be delisted\n",
      "- ORYN: No data found, symbol may be delisted\n",
      "- OSEO: No data found, symbol may be delisted\n",
      "- OSEO: No data found, symbol may be delisted\n",
      "- OSEO: No data found, symbol may be delisted\n",
      "- OSEO: No data found, symbol may be delisted\n",
      "- OSG: Data doesn't exist for startDate = 1369454400, endDate = 1380168000\n",
      "- OSG: Data doesn't exist for startDate = 1386651600, endDate = 1397361600\n",
      "- OSG: Data doesn't exist for startDate = 1418446800, endDate = 1429156800\n",
      "- OSG: Data doesn't exist for startDate = 1448773200, endDate = 1459483200\n",
      "- OSGE: No data found, symbol may be delisted\n",
      "- OSGE: No data found, symbol may be delisted\n",
      "- OSGE: No data found, symbol may be delisted\n",
      "- OSGL: No data found for this date range, symbol may be delisted\n",
      "- OSGL: No data found for this date range, symbol may be delisted\n",
      "- OSGL: No data found for this date range, symbol may be delisted\n",
      "- OSGL: No data found for this date range, symbol may be delisted\n",
      "- OSH: No data found for this date range, symbol may be delisted\n",
      "- OSHC: No data found for this date range, symbol may be delisted\n",
      "- OSHC: No data found for this date range, symbol may be delisted\n",
      "- OSHC: No data found for this date range, symbol may be delisted\n",
      "- OSHC: No data found for this date range, symbol may be delisted\n",
      "- OSIR: No data found, symbol may be delisted\n",
      "- OSIR: No data found, symbol may be delisted\n",
      "- OSIR: No data found, symbol may be delisted\n",
      "- OSLE: No data found for this date range, symbol may be delisted\n",
      "- OSLE: No data found for this date range, symbol may be delisted\n",
      "- OSLE: No data found for this date range, symbol may be delisted\n",
      "- OTES: No data found for this date range, symbol may be delisted\n",
      "- OTES: No data found for this date range, symbol may be delisted\n",
      "- OTIV: No data found for this date range, symbol may be delisted\n",
      "- OTIV: No data found for this date range, symbol may be delisted\n",
      "- OTIV: No data found for this date range, symbol may be delisted\n",
      "- OTIX: No data found for this date range, symbol may be delisted\n",
      "- OTIX: No data found for this date range, symbol may be delisted\n",
      "- OTIX: No data found for this date range, symbol may be delisted\n",
      "- OTIX: No data found for this date range, symbol may be delisted\n",
      "- OTL: No data found for this date range, symbol may be delisted\n",
      "- OTL: No data found for this date range, symbol may be delisted\n",
      "- OTL: No data found for this date range, symbol may be delisted\n",
      "- OTL: No data found for this date range, symbol may be delisted\n",
      "- OTT: No data found for this date range, symbol may be delisted\n",
      "- OUTD: No data found for this date range, symbol may be delisted\n",
      "- OUTR: No data found for this date range, symbol may be delisted\n",
      "- OUTR: No data found for this date range, symbol may be delisted\n",
      "- OUTR: No data found for this date range, symbol may be delisted\n",
      "- OUTR: No data found for this date range, symbol may be delisted\n",
      "- OVAS: No data found for this date range, symbol may be delisted\n",
      "- OVAS: No data found for this date range, symbol may be delisted\n",
      "- OVAS: No data found for this date range, symbol may be delisted\n",
      "- OVAS: No data found for this date range, symbol may be delisted\n",
      "- OVRL: No data found for this date range, symbol may be delisted\n",
      "- OVRL: No data found for this date range, symbol may be delisted\n",
      "- OVTI: No data found for this date range, symbol may be delisted\n",
      "- OVTI: No data found for this date range, symbol may be delisted\n",
      "- OVTI: No data found for this date range, symbol may be delisted\n",
      "- OWOO: No data found for this date range, symbol may be delisted\n",
      "- OWOO: No data found for this date range, symbol may be delisted\n",
      "- OWOO: No data found for this date range, symbol may be delisted\n",
      "- OWOO: No data found for this date range, symbol may be delisted\n",
      "- OWW: No data found for this date range, symbol may be delisted\n",
      "- OWW: No data found for this date range, symbol may be delisted\n",
      "- OWW: No data found for this date range, symbol may be delisted\n",
      "- OXBT: No data found for this date range, symbol may be delisted\n",
      "- OXBT: No data found for this date range, symbol may be delisted\n",
      "- OXBT: No data found for this date range, symbol may be delisted\n",
      "- OXF: No data found for this date range, symbol may be delisted\n",
      "- OXF: No data found for this date range, symbol may be delisted\n",
      "- OXF: No data found for this date range, symbol may be delisted\n",
      "- OXF: No data found for this date range, symbol may be delisted\n",
      "- OXFV: No data found for this date range, symbol may be delisted\n",
      "- OXFV: No data found for this date range, symbol may be delisted\n",
      "- OXFV: No data found for this date range, symbol may be delisted\n",
      "- OXFV: No data found for this date range, symbol may be delisted\n",
      "- OXGN: No data found for this date range, symbol may be delisted\n",
      "- OXGN: No data found for this date range, symbol may be delisted\n",
      "- OXGN: No data found for this date range, symbol may be delisted\n",
      "- OXGN: No data found for this date range, symbol may be delisted\n",
      "- OXIS: No data found for this date range, symbol may be delisted\n",
      "- OXIS: No data found for this date range, symbol may be delisted\n",
      "- OXIS: No data found for this date range, symbol may be delisted\n",
      "- OXIS: No data found for this date range, symbol may be delisted\n",
      "- OYOG: No data found for this date range, symbol may be delisted\n",
      "- OYOG: No data found for this date range, symbol may be delisted\n",
      "- OYOG: No data found for this date range, symbol may be delisted\n",
      "- OYOG: No data found for this date range, symbol may be delisted\n",
      "- OZM: No data found, symbol may be delisted\n",
      "- OZM: No data found, symbol may be delisted\n",
      "- OZM: No data found, symbol may be delisted\n",
      "- OZM: No data found, symbol may be delisted\n",
      "- OZRK: No data found for this date range, symbol may be delisted\n",
      "- OZRK: No data found for this date range, symbol may be delisted\n",
      "- OZRK: No data found for this date range, symbol may be delisted\n",
      "- OZRK: No data found for this date range, symbol may be delisted\n",
      "- PABR: No data found, symbol may be delisted\n",
      "- PAH: No data found for this date range, symbol may be delisted\n",
      "- PAH: No data found for this date range, symbol may be delisted\n",
      "- PAH: No data found for this date range, symbol may be delisted\n",
      "- PAMT: No data found for this date range, symbol may be delisted\n",
      "- PAMT: No data found for this date range, symbol may be delisted\n",
      "- PAMT: No data found for this date range, symbol may be delisted\n",
      "- PANL: Data doesn't exist for startDate = 1353906000, endDate = 1364616000\n",
      "- PAQS: No data found, symbol may be delisted\n",
      "- PAQS: No data found, symbol may be delisted\n",
      "- PAQS: No data found, symbol may be delisted\n",
      "- PAQS: No data found, symbol may be delisted\n",
      "- PASW: No data found for this date range, symbol may be delisted\n",
      "- PASW: No data found for this date range, symbol may be delisted\n",
      "- PASW: No data found for this date range, symbol may be delisted\n",
      "- PASW: No data found for this date range, symbol may be delisted\n",
      "- PATH: No data found for this date range, symbol may be delisted\n",
      "- PATR: No data found for this date range, symbol may be delisted\n",
      "- PATR: No data found for this date range, symbol may be delisted\n",
      "- PATR: No data found for this date range, symbol may be delisted\n",
      "- PATR: No data found for this date range, symbol may be delisted\n",
      "- PAVMU: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- PAWS: No data found, symbol may be delisted\n",
      "- PAWS: No data found, symbol may be delisted\n",
      "- PAWS: No data found, symbol may be delisted\n",
      "- PAYD: Data doesn't exist for startDate = 1357966800, endDate = 1368676800\n",
      "- PAYD: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- PAYD: Data doesn't exist for startDate = 1419656400, endDate = 1430366400\n",
      "- PAYD: Data doesn't exist for startDate = 1451278800, endDate = 1461988800\n",
      "- PBCP: No data found for this date range, symbol may be delisted\n",
      "- PBCP: No data found for this date range, symbol may be delisted\n",
      "- PBCP: No data found for this date range, symbol may be delisted\n",
      "- PBCP: No data found for this date range, symbol may be delisted\n",
      "- PBCW: No data found, symbol may be delisted\n",
      "- PBCW: No data found, symbol may be delisted\n",
      "- PBCW: No data found, symbol may be delisted\n",
      "- PBCW: No data found, symbol may be delisted\n",
      "- PBIB: No data found for this date range, symbol may be delisted\n",
      "- PBIB: No data found for this date range, symbol may be delisted\n",
      "- PBIB: No data found for this date range, symbol may be delisted\n",
      "- PBIB: No data found for this date range, symbol may be delisted\n",
      "- PBME: No data found for this date range, symbol may be delisted\n",
      "- PBME: No data found for this date range, symbol may be delisted\n",
      "- PBME: No data found for this date range, symbol may be delisted\n",
      "- PBME: No data found for this date range, symbol may be delisted\n",
      "- PBNY: No data found for this date range, symbol may be delisted\n",
      "- PBNY: No data found for this date range, symbol may be delisted\n",
      "- PBNY: No data found for this date range, symbol may be delisted\n",
      "- PBY: Data doesn't exist for startDate = 1358226000, endDate = 1368936000\n",
      "- PBY: Data doesn't exist for startDate = 1389675600, endDate = 1400385600\n",
      "- PBY: Data doesn't exist for startDate = 1421125200, endDate = 1431835200\n",
      "- PCBK: Data doesn't exist for startDate = 1355202000, endDate = 1365912000\n",
      "- PCBK: Data doesn't exist for startDate = 1386738000, endDate = 1397448000\n",
      "- PCBK: Data doesn't exist for startDate = 1418187600, endDate = 1428897600\n",
      "- PCBK: Data doesn't exist for startDate = 1449896400, endDate = 1460606400\n",
      "- PCC: No data found for this date range, symbol may be delisted\n",
      "- PCC: No data found for this date range, symbol may be delisted\n",
      "- PCCC: No data found for this date range, symbol may be delisted\n",
      "- PCCC: No data found for this date range, symbol may be delisted\n",
      "- PCCC: No data found for this date range, symbol may be delisted\n",
      "- PCCC: No data found for this date range, symbol may be delisted\n",
      "- PCFG: No data found for this date range, symbol may be delisted\n",
      "- PCFG: No data found for this date range, symbol may be delisted\n",
      "- PCFG: No data found for this date range, symbol may be delisted\n",
      "- PCL: No data found for this date range, symbol may be delisted\n",
      "- PCL: No data found for this date range, symbol may be delisted\n",
      "- PCL: No data found for this date range, symbol may be delisted\n",
      "- PCLN: No data found for this date range, symbol may be delisted\n",
      "- PCLN: No data found for this date range, symbol may be delisted\n",
      "- PCLN: No data found for this date range, symbol may be delisted\n",
      "- PCLN: No data found for this date range, symbol may be delisted\n",
      "- PCO: No data found for this date range, symbol may be delisted\n",
      "- PCO: No data found for this date range, symbol may be delisted\n",
      "- PCO: No data found for this date range, symbol may be delisted\n",
      "- PCO: No data found for this date range, symbol may be delisted\n",
      "- PCOI: No data found for this date range, symbol may be delisted\n",
      "- PCOI: No data found for this date range, symbol may be delisted\n",
      "- PCOI: No data found for this date range, symbol may be delisted\n",
      "- PCOI: No data found for this date range, symbol may be delisted\n",
      "- PCOI: No data found for this date range, symbol may be delisted\n",
      "- PCOI: No data found for this date range, symbol may be delisted\n",
      "- PCP: Data doesn't exist for startDate = 1361854800, endDate = 1372564800\n",
      "- PCP: Data doesn't exist for startDate = 1393304400, endDate = 1404014400\n",
      "- PCP: Data doesn't exist for startDate = 1424754000, endDate = 1435464000\n",
      "- PCYC: No data found for this date range, symbol may be delisted\n",
      "- PCYC: No data found for this date range, symbol may be delisted\n",
      "- PCYC: No data found for this date range, symbol may be delisted\n",
      "4500 9674 1859\n",
      "- PDC: No data found for this date range, symbol may be delisted\n",
      "- PDH: Data doesn't exist for startDate = 1354683600, endDate = 1365393600\n",
      "- PDH: Data doesn't exist for startDate = 1386133200, endDate = 1396843200\n",
      "- PDII: No data found for this date range, symbol may be delisted\n",
      "- PDII: No data found for this date range, symbol may be delisted\n",
      "- PDII: No data found for this date range, symbol may be delisted\n",
      "- PDII: No data found for this date range, symbol may be delisted\n",
      "- PDO: No data found for this date range, symbol may be delisted\n",
      "- PDO: No data found for this date range, symbol may be delisted\n",
      "- PDX: No data found for this date range, symbol may be delisted\n",
      "- PDX: No data found for this date range, symbol may be delisted\n",
      "- PDX: No data found for this date range, symbol may be delisted\n",
      "- PDX: No data found for this date range, symbol may be delisted\n",
      "- PEGPR: No data found, symbol may be delisted\n",
      "- PEGPR: No data found, symbol may be delisted\n",
      "- PEGPR: No data found, symbol may be delisted\n",
      "- PEGPR: No data found, symbol may be delisted\n",
      "- PEII: No data found, symbol may be delisted\n",
      "- PEII: No data found, symbol may be delisted\n",
      "- PENDING: No data found, symbol may be delisted\n",
      "- PENX: No data found for this date range, symbol may be delisted\n",
      "- PENX: No data found for this date range, symbol may be delisted\n",
      "- PEOP: No data found for this date range, symbol may be delisted\n",
      "- PEOP: No data found for this date range, symbol may be delisted\n",
      "- PEPT: No data found, symbol may be delisted\n",
      "- PEPT: No data found, symbol may be delisted\n",
      "- PEPT: No data found, symbol may be delisted\n",
      "- PERF: Data doesn't exist for startDate = 1359522000, endDate = 1370232000\n",
      "- PERF: Data doesn't exist for startDate = 1390885200, endDate = 1401595200\n",
      "- PERF: Data doesn't exist for startDate = 1422334800, endDate = 1433044800\n",
      "- PERF: Data doesn't exist for startDate = 1453870800, endDate = 1464580800\n",
      "- PETM: Data doesn't exist for startDate = 1356411600, endDate = 1367121600\n",
      "- PETM: Data doesn't exist for startDate = 1387861200, endDate = 1398571200\n",
      "- PETX: No data found, symbol may be delisted\n",
      "- PETX: No data found, symbol may be delisted\n",
      "- PETX: No data found, symbol may be delisted\n",
      "- PFAP: No data found, symbol may be delisted\n",
      "- PFAP: No data found, symbol may be delisted\n",
      "- PFAP: No data found, symbol may be delisted\n",
      "- PFAP: No data found, symbol may be delisted\n",
      "- PFII: No data found, symbol may be delisted\n",
      "- PFII: No data found, symbol may be delisted\n",
      "- PFII: No data found, symbol may be delisted\n",
      "- PFNI: No data found for this date range, symbol may be delisted\n",
      "- PFNI: No data found for this date range, symbol may be delisted\n",
      "- PFNI: No data found for this date range, symbol may be delisted\n",
      "- PFNS: No data found for this date range, symbol may be delisted\n",
      "- PFOO: No data found for this date range, symbol may be delisted\n",
      "- PFOO: No data found for this date range, symbol may be delisted\n",
      "- PFOO: No data found for this date range, symbol may be delisted\n",
      "- PFOO: No data found for this date range, symbol may be delisted\n",
      "- PFOO: No data found for this date range, symbol may be delisted\n",
      "- PFOO: No data found for this date range, symbol may be delisted\n",
      "- PFSD: No data found, symbol may be delisted\n",
      "- PFSD: No data found, symbol may be delisted\n",
      "- PFSD: No data found, symbol may be delisted\n",
      "- PFVR: No data found for this date range, symbol may be delisted\n",
      "- PFVR: No data found for this date range, symbol may be delisted\n",
      "- PFVR: No data found for this date range, symbol may be delisted\n",
      "- PFVR: No data found for this date range, symbol may be delisted\n",
      "- PGEI: No data found for this date range, symbol may be delisted\n",
      "- PGEI: No data found for this date range, symbol may be delisted\n",
      "- PGEI: No data found for this date range, symbol may be delisted\n",
      "- PGEI: No data found for this date range, symbol may be delisted\n",
      "- PGEM: Data doesn't exist for startDate = 1355288400, endDate = 1365998400\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- PGN: No data found for this date range, symbol may be delisted\n",
      "- PGN: No data found for this date range, symbol may be delisted\n",
      "- PGN: No data found for this date range, symbol may be delisted\n",
      "- PGN: No data found for this date range, symbol may be delisted\n",
      "- PGRX: No data found, symbol may be delisted\n",
      "- PGSI: No data found, symbol may be delisted\n",
      "- PGSI: No data found, symbol may be delisted\n",
      "- PGSI: No data found, symbol may be delisted\n",
      "- PHCO: No data found for this date range, symbol may be delisted\n",
      "- PHCO: No data found for this date range, symbol may be delisted\n",
      "- PHCO: No data found for this date range, symbol may be delisted\n",
      "- PHCO: No data found for this date range, symbol may be delisted\n",
      "- PHII: No data found for this date range, symbol may be delisted\n",
      "- PHII: No data found for this date range, symbol may be delisted\n",
      "- PHII: No data found for this date range, symbol may be delisted\n",
      "- PHII: No data found for this date range, symbol may be delisted\n",
      "- PHMD: No data found for this date range, symbol may be delisted\n",
      "- PHMD: No data found for this date range, symbol may be delisted\n",
      "- PHMD: No data found for this date range, symbol may be delisted\n",
      "- PHMD: No data found for this date range, symbol may be delisted\n",
      "- PIMO: No data found for this date range, symbol may be delisted\n",
      "- PIMO: No data found for this date range, symbol may be delisted\n",
      "- PIMO: No data found for this date range, symbol may be delisted\n",
      "- PIMO: No data found for this date range, symbol may be delisted\n",
      "- PIMZ: No data found for this date range, symbol may be delisted\n",
      "- PIMZ: No data found for this date range, symbol may be delisted\n",
      "- PINV: No data found, symbol may be delisted\n",
      "- PINV: No data found, symbol may be delisted\n",
      "- PIP: Data doesn't exist for startDate = 1355202000, endDate = 1365912000\n",
      "- PIP: Data doesn't exist for startDate = 1386478800, endDate = 1397188800\n",
      "- PIP: Data doesn't exist for startDate = 1418014800, endDate = 1428724800\n",
      "- PIP: Data doesn't exist for startDate = 1449637200, endDate = 1460347200\n",
      "- PIXG: No data found for this date range, symbol may be delisted\n",
      "- PIXG: No data found for this date range, symbol may be delisted\n",
      "- PIXG: No data found for this date range, symbol may be delisted\n",
      "- PJC: No data found, symbol may be delisted\n",
      "- PJC: No data found, symbol may be delisted\n",
      "- PJC: No data found, symbol may be delisted\n",
      "- PJC: No data found, symbol may be delisted\n",
      "- PKD: Data doesn't exist for startDate = 1354078800, endDate = 1364788800\n",
      "- PKD: Data doesn't exist for startDate = 1386392400, endDate = 1397102400\n",
      "- PKD: Data doesn't exist for startDate = 1416805200, endDate = 1427515200\n",
      "- PKD: Data doesn't exist for startDate = 1448341200, endDate = 1459051200\n",
      "- PKPL: No data found, symbol may be delisted\n",
      "- PKPL: No data found, symbol may be delisted\n",
      "- PKPL: No data found, symbol may be delisted\n",
      "- PKS: No data found for this date range, symbol may be delisted\n",
      "- PKS: No data found for this date range, symbol may be delisted\n",
      "- PKS: No data found for this date range, symbol may be delisted\n",
      "- PKY: No data found for this date range, symbol may be delisted\n",
      "- PKY: No data found for this date range, symbol may be delisted\n",
      "- PKY: No data found for this date range, symbol may be delisted\n",
      "- PKY: No data found for this date range, symbol may be delisted\n",
      "- PL: Data doesn't exist for startDate = 1353992400, endDate = 1364702400\n",
      "- PL: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "- PL: Data doesn't exist for startDate = 1416891600, endDate = 1427601600\n",
      "- PL: Data doesn't exist for startDate = 1448341200, endDate = 1459051200\n",
      "- PLCC: No data found for this date range, symbol may be delisted\n",
      "- PLCC: No data found for this date range, symbol may be delisted\n",
      "- PLCC: No data found for this date range, symbol may be delisted\n",
      "- PLCC: No data found for this date range, symbol may be delisted\n",
      "- PLCM: No data found for this date range, symbol may be delisted\n",
      "- PLCM: No data found for this date range, symbol may be delisted\n",
      "- PLCM: No data found for this date range, symbol may be delisted\n",
      "- PLCM: No data found for this date range, symbol may be delisted\n",
      "- PLCSF: No data found for this date range, symbol may be delisted\n",
      "- PLCSF: No data found for this date range, symbol may be delisted\n",
      "- PLCSF: No data found for this date range, symbol may be delisted\n",
      "- PLCSF: No data found for this date range, symbol may be delisted\n",
      "- PLKI: No data found for this date range, symbol may be delisted\n",
      "- PLKI: No data found for this date range, symbol may be delisted\n",
      "- PLKI: No data found for this date range, symbol may be delisted\n",
      "- PLKI: No data found for this date range, symbol may be delisted\n",
      "- PLL: Data doesn't exist for startDate = 1370750400, endDate = 1381464000\n",
      "- PLL: Data doesn't exist for startDate = 1402113600, endDate = 1412827200\n",
      "- PLMT: No data found for this date range, symbol may be delisted\n",
      "- PLMT: No data found for this date range, symbol may be delisted\n",
      "- PLMT: No data found for this date range, symbol may be delisted\n",
      "- PLNR: No data found for this date range, symbol may be delisted\n",
      "- PLNR: No data found for this date range, symbol may be delisted\n",
      "- PLPE: No data found for this date range, symbol may be delisted\n",
      "- PLPE: No data found for this date range, symbol may be delisted\n",
      "- PLPE: No data found for this date range, symbol may be delisted\n",
      "- PLPM: No data found for this date range, symbol may be delisted\n",
      "- PLPM: No data found for this date range, symbol may be delisted\n",
      "- PLPM: No data found for this date range, symbol may be delisted\n",
      "- PLPM: No data found for this date range, symbol may be delisted\n",
      "- PLXT: No data found for this date range, symbol may be delisted\n",
      "- PLXT: No data found for this date range, symbol may be delisted\n",
      "- PMC: Data doesn't exist for startDate = 1352178000, endDate = 1362891600\n",
      "- PMC: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "- PMC: Data doesn't exist for startDate = 1417237200, endDate = 1427947200\n",
      "- PMC: Data doesn't exist for startDate = 1448427600, endDate = 1459137600\n",
      "- PMCM: No data found for this date range, symbol may be delisted\n",
      "- PMCM: No data found for this date range, symbol may be delisted\n",
      "- PMCM: No data found for this date range, symbol may be delisted\n",
      "- PMCS: No data found for this date range, symbol may be delisted\n",
      "- PMCS: No data found for this date range, symbol may be delisted\n",
      "- PMCS: No data found for this date range, symbol may be delisted\n",
      "- PMDX: No data found for this date range, symbol may be delisted\n",
      "- PMDX: No data found for this date range, symbol may be delisted\n",
      "- PMDX: No data found for this date range, symbol may be delisted\n",
      "- PMDX: No data found for this date range, symbol may be delisted\n",
      "- PMFG: No data found for this date range, symbol may be delisted\n",
      "- PMFG: No data found for this date range, symbol may be delisted\n",
      "- PMFG: No data found for this date range, symbol may be delisted\n",
      "- PMFI: No data found for this date range, symbol may be delisted\n",
      "- PMFI: No data found for this date range, symbol may be delisted\n",
      "- PMFI: No data found for this date range, symbol may be delisted\n",
      "- PMFI: No data found for this date range, symbol may be delisted\n",
      "- PMLT: Data doesn't exist for startDate = 1371009600, endDate = 1381723200\n",
      "- PMLT: Data doesn't exist for startDate = 1389157200, endDate = 1399867200\n",
      "- PMLT: Data doesn't exist for startDate = 1421038800, endDate = 1431748800\n",
      "- PMLT: Data doesn't exist for startDate = 1453093200, endDate = 1463803200\n",
      "- PMXO: No data found, symbol may be delisted\n",
      "- PMXO: No data found, symbol may be delisted\n",
      "- PMXO: No data found, symbol may be delisted\n",
      "- PMXO: No data found, symbol may be delisted\n",
      "- PN: No data found for this date range, symbol may be delisted\n",
      "- PN: No data found for this date range, symbol may be delisted\n",
      "- PNAM: No data found, symbol may be delisted\n",
      "- PNCH: No data found, symbol may be delisted\n",
      "- PNCH: No data found, symbol may be delisted\n",
      "- PNDR: No data found for this date range, symbol may be delisted\n",
      "- PNDR: No data found for this date range, symbol may be delisted\n",
      "- PNDR: No data found for this date range, symbol may be delisted\n",
      "- PNDR: No data found for this date range, symbol may be delisted\n",
      "- PNG: Data doesn't exist for startDate = 1353906000, endDate = 1364616000\n",
      "- PNHV: No data found, symbol may be delisted\n",
      "- PNHV: No data found, symbol may be delisted\n",
      "- PNHV: No data found, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- PNHV: No data found, symbol may be delisted\n",
      "- PNK: Data doesn't exist for startDate = 1354078800, endDate = 1364788800\n",
      "- PNK: Data doesn't exist for startDate = 1385787600, endDate = 1396497600\n",
      "- PNK: Data doesn't exist for startDate = 1417237200, endDate = 1427947200\n",
      "- PNK: Data doesn't exist for startDate = 1448686800, endDate = 1459396800\n",
      "- PNRA: No data found for this date range, symbol may be delisted\n",
      "- PNRA: No data found for this date range, symbol may be delisted\n",
      "- PNRA: No data found for this date range, symbol may be delisted\n",
      "- PNRA: No data found for this date range, symbol may be delisted\n",
      "- PNX: Data doesn't exist for startDate = 1388293200, endDate = 1399003200\n",
      "- PNX: Data doesn't exist for startDate = 1399262400, endDate = 1409976000\n",
      "- PNX: Data doesn't exist for startDate = 1419742800, endDate = 1430452800\n",
      "- PNX: Data doesn't exist for startDate = 1449982800, endDate = 1460692800\n",
      "- PNY: No data found for this date range, symbol may be delisted\n",
      "- PNY: No data found for this date range, symbol may be delisted\n",
      "- PNY: No data found for this date range, symbol may be delisted\n",
      "- PNY: No data found for this date range, symbol may be delisted\n",
      "- POCI: No data found for this date range, symbol may be delisted\n",
      "- POCI: No data found for this date range, symbol may be delisted\n",
      "- POCI: No data found for this date range, symbol may be delisted\n",
      "- POCI: No data found for this date range, symbol may be delisted\n",
      "- POLGA: No data found for this date range, symbol may be delisted\n",
      "- POLGA: No data found for this date range, symbol may be delisted\n",
      "- POLGA: No data found for this date range, symbol may be delisted\n",
      "- POPEZ: No data found for this date range, symbol may be delisted\n",
      "- POPEZ: No data found for this date range, symbol may be delisted\n",
      "- POPEZ: No data found for this date range, symbol may be delisted\n",
      "- POPEZ: No data found for this date range, symbol may be delisted\n",
      "- POWN: No data found for this date range, symbol may be delisted\n",
      "- POWN: No data found for this date range, symbol may be delisted\n",
      "- POWN: No data found for this date range, symbol may be delisted\n",
      "- POWN: No data found for this date range, symbol may be delisted\n",
      "- POWR: No data found for this date range, symbol may be delisted\n",
      "- POWR: No data found for this date range, symbol may be delisted\n",
      "- POWR: No data found for this date range, symbol may be delisted\n",
      "- POWR: No data found for this date range, symbol may be delisted\n",
      "- POZN: No data found for this date range, symbol may be delisted\n",
      "- POZN: No data found for this date range, symbol may be delisted\n",
      "- POZN: No data found for this date range, symbol may be delisted\n",
      "- PPBG: No data found, symbol may be delisted\n",
      "- PPBG: No data found, symbol may be delisted\n",
      "- PPBG: No data found, symbol may be delisted\n",
      "- PPBG: No data found, symbol may be delisted\n",
      "- PPCH: No data found, symbol may be delisted\n",
      "- PPCH: No data found, symbol may be delisted\n",
      "- PPCH: No data found, symbol may be delisted\n",
      "- PPCH: No data found, symbol may be delisted\n",
      "- PPHM: No data found for this date range, symbol may be delisted\n",
      "- PPHM: No data found for this date range, symbol may be delisted\n",
      "- PPHM: No data found for this date range, symbol may be delisted\n",
      "- PPHM: No data found for this date range, symbol may be delisted\n",
      "- PPLB: No data found for this date range, symbol may be delisted\n",
      "- PPLB: No data found for this date range, symbol may be delisted\n",
      "- PPLB: No data found for this date range, symbol may be delisted\n",
      "- PPO: No data found for this date range, symbol may be delisted\n",
      "- PPO: No data found for this date range, symbol may be delisted\n",
      "- PPO: No data found for this date range, symbol may be delisted\n",
      "- PPRO: No data found for this date range, symbol may be delisted\n",
      "- PPRO: No data found for this date range, symbol may be delisted\n",
      "- PPRO: No data found for this date range, symbol may be delisted\n",
      "- PPRO: No data found for this date range, symbol may be delisted\n",
      "- PPS: No data found for this date range, symbol may be delisted\n",
      "- PPS: No data found for this date range, symbol may be delisted\n",
      "- PPS: No data found for this date range, symbol may be delisted\n",
      "- PPS: No data found for this date range, symbol may be delisted\n",
      "- PPSI: No data found for this date range, symbol may be delisted\n",
      "- PPZY: No data found, symbol may be delisted\n",
      "- PPZY: No data found, symbol may be delisted\n",
      "- PPZY: No data found, symbol may be delisted\n",
      "- PQ: No data found for this date range, symbol may be delisted\n",
      "- PQ: No data found for this date range, symbol may be delisted\n",
      "- PQ: No data found for this date range, symbol may be delisted\n",
      "- PQ: No data found for this date range, symbol may be delisted\n",
      "- PRE: Data doesn't exist for startDate = 1353819600, endDate = 1364529600\n",
      "- PRE: Data doesn't exist for startDate = 1385442000, endDate = 1396152000\n",
      "- PRE: Data doesn't exist for startDate = 1416891600, endDate = 1427601600\n",
      "- PRE: Data doesn't exist for startDate = 1448341200, endDate = 1459051200\n",
      "- PRLS: No data found for this date range, symbol may be delisted\n",
      "- PRLS: No data found for this date range, symbol may be delisted\n",
      "- PRMW: Data doesn't exist for startDate = 1355893200, endDate = 1366603200\n",
      "- PRMW: Data doesn't exist for startDate = 1386997200, endDate = 1397707200\n",
      "- PRMW: Data doesn't exist for startDate = 1418446800, endDate = 1429156800\n",
      "- PRMW: Data doesn't exist for startDate = 1449464400, endDate = 1460174400\n",
      "- PRNW: No data found for this date range, symbol may be delisted\n",
      "- PRNW: No data found for this date range, symbol may be delisted\n",
      "- PRNW: No data found for this date range, symbol may be delisted\n",
      "- PRSP: Data doesn't exist for startDate = 1353992400, endDate = 1364702400\n",
      "- PRSP: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "- PRSP: Data doesn't exist for startDate = 1417237200, endDate = 1427947200\n",
      "- PRSP: Data doesn't exist for startDate = 1448686800, endDate = 1459396800\n",
      "- PRTO: No data found, symbol may be delisted\n",
      "- PRTO: No data found, symbol may be delisted\n",
      "- PRVH: No data found for this date range, symbol may be delisted\n",
      "- PRVH: No data found for this date range, symbol may be delisted\n",
      "- PRVH: No data found for this date range, symbol may be delisted\n",
      "- PRVH: No data found for this date range, symbol may be delisted\n",
      "- PRVH: No data found for this date range, symbol may be delisted\n",
      "- PRX: Data doesn't exist for startDate = 1387083600, endDate = 1397793600\n",
      "- PRX: Data doesn't exist for startDate = 1418187600, endDate = 1428897600\n",
      "- PRXI: No data found for this date range, symbol may be delisted\n",
      "- PRXI: No data found for this date range, symbol may be delisted\n",
      "- PRXI: No data found for this date range, symbol may be delisted\n",
      "- PRXL: No data found for this date range, symbol may be delisted\n",
      "- PRXL: No data found for this date range, symbol may be delisted\n",
      "- PRXL: No data found for this date range, symbol may be delisted\n",
      "- PRXL: No data found for this date range, symbol may be delisted\n",
      "- PSBH: No data found for this date range, symbol may be delisted\n",
      "- PSBH: No data found for this date range, symbol may be delisted\n",
      "- PSBH: No data found for this date range, symbol may be delisted\n",
      "- PSCP: No data found for this date range, symbol may be delisted\n",
      "- PSD: Data doesn't exist for startDate = 1354424400, endDate = 1365134400\n",
      "- PSDV: No data found for this date range, symbol may be delisted\n",
      "- PSDV: No data found for this date range, symbol may be delisted\n",
      "- PSDV: No data found for this date range, symbol may be delisted\n",
      "- PSDV: No data found for this date range, symbol may be delisted\n",
      "4750 10254 1957\n",
      "- PSEM: No data found for this date range, symbol may be delisted\n",
      "- PSEM: No data found for this date range, symbol may be delisted\n",
      "- PSEM: No data found for this date range, symbol may be delisted\n",
      "- PSG: No data found for this date range, symbol may be delisted\n",
      "- PSMH: No data found, symbol may be delisted\n",
      "- PSMH: No data found, symbol may be delisted\n",
      "- PSMH: No data found, symbol may be delisted\n",
      "- PSMI: No data found for this date range, symbol may be delisted\n",
      "- PSMI: No data found for this date range, symbol may be delisted\n",
      "- PSON: No data found, symbol may be delisted\n",
      "- PSON: No data found, symbol may be delisted\n",
      "- PSON: No data found, symbol may be delisted\n",
      "- PSON: No data found, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- PSTB: No data found for this date range, symbol may be delisted\n",
      "- PSTB: No data found for this date range, symbol may be delisted\n",
      "- PSTB: No data found for this date range, symbol may be delisted\n",
      "- PSTB: No data found for this date range, symbol may be delisted\n",
      "- PSTR: No data found for this date range, symbol may be delisted\n",
      "- PSTR: No data found for this date range, symbol may be delisted\n",
      "- PSTR: No data found for this date range, symbol may be delisted\n",
      "- PSTX: No data found for this date range, symbol may be delisted\n",
      "- PSUN: No data found for this date range, symbol may be delisted\n",
      "- PSUN: No data found for this date range, symbol may be delisted\n",
      "- PSUN: No data found for this date range, symbol may be delisted\n",
      "- PTEK: No data found for this date range, symbol may be delisted\n",
      "- PTEK: No data found for this date range, symbol may be delisted\n",
      "- PTEK: No data found for this date range, symbol may be delisted\n",
      "- PTEK: No data found for this date range, symbol may be delisted\n",
      "- PTEK: No data found for this date range, symbol may be delisted\n",
      "- PTI: Data doesn't exist for startDate = 1381291200, endDate = 1392008400\n",
      "- PTIE: No data found for this date range, symbol may be delisted\n",
      "- PTIE: No data found for this date range, symbol may be delisted\n",
      "- PTIE: No data found for this date range, symbol may be delisted\n",
      "- PTIE: No data found for this date range, symbol may be delisted\n",
      "- PTOO: No data found, symbol may be delisted\n",
      "- PTOO: No data found, symbol may be delisted\n",
      "- PTOO: No data found, symbol may be delisted\n",
      "- PTOO: No data found, symbol may be delisted\n",
      "- PTP: No data found for this date range, symbol may be delisted\n",
      "- PTP: No data found for this date range, symbol may be delisted\n",
      "- PTP: No data found for this date range, symbol may be delisted\n",
      "- PTPE: No data found, symbol may be delisted\n",
      "- PTPE: No data found, symbol may be delisted\n",
      "- PTPE: No data found, symbol may be delisted\n",
      "- PTRT: No data found for this date range, symbol may be delisted\n",
      "- PTRT: No data found for this date range, symbol may be delisted\n",
      "- PTRT: No data found for this date range, symbol may be delisted\n",
      "- PTRT: No data found for this date range, symbol may be delisted\n",
      "- PTRY: No data found for this date range, symbol may be delisted\n",
      "- PTRY: No data found for this date range, symbol may be delisted\n",
      "- PTSX: No data found for this date range, symbol may be delisted\n",
      "- PTSX: No data found for this date range, symbol may be delisted\n",
      "- PTSX: No data found for this date range, symbol may be delisted\n",
      "- PTSX: No data found for this date range, symbol may be delisted\n",
      "- PTX: No data found for this date range, symbol may be delisted\n",
      "- PTX: No data found for this date range, symbol may be delisted\n",
      "- PTX: No data found for this date range, symbol may be delisted\n",
      "- PTX: No data found for this date range, symbol may be delisted\n",
      "- PULB: No data found for this date range, symbol may be delisted\n",
      "- PULB: No data found for this date range, symbol may be delisted\n",
      "- PULB: No data found for this date range, symbol may be delisted\n",
      "- PULS: Data doesn't exist for startDate = 1355115600, endDate = 1365825600\n",
      "- PULS: Data doesn't exist for startDate = 1386651600, endDate = 1397361600\n",
      "- PULS: Data doesn't exist for startDate = 1418792400, endDate = 1429502400\n",
      "- PUNK: No data found, symbol may be delisted\n",
      "- PUNK: No data found, symbol may be delisted\n",
      "- PVA: No data found for this date range, symbol may be delisted\n",
      "- PVA: No data found for this date range, symbol may be delisted\n",
      "- PVA: No data found for this date range, symbol may be delisted\n",
      "- PVA: No data found for this date range, symbol may be delisted\n",
      "- PVR: No data found for this date range, symbol may be delisted\n",
      "- PVR: No data found for this date range, symbol may be delisted\n",
      "- PVTB: No data found for this date range, symbol may be delisted\n",
      "- PVTB: No data found for this date range, symbol may be delisted\n",
      "- PVTB: No data found for this date range, symbol may be delisted\n",
      "- PVTB: No data found for this date range, symbol may be delisted\n",
      "- PWEB: No data found for this date range, symbol may be delisted\n",
      "- PWEB: No data found for this date range, symbol may be delisted\n",
      "- PWEB: No data found for this date range, symbol may be delisted\n",
      "- PWRI: No data found for this date range, symbol may be delisted\n",
      "- PWRI: No data found for this date range, symbol may be delisted\n",
      "- PWRI: No data found for this date range, symbol may be delisted\n",
      "- PWRI: No data found for this date range, symbol may be delisted\n",
      "- PWX: No data found for this date range, symbol may be delisted\n",
      "- PWX: No data found for this date range, symbol may be delisted\n",
      "- PWX: No data found for this date range, symbol may be delisted\n",
      "- PWX: No data found for this date range, symbol may be delisted\n",
      "- PX: Data doesn't exist for startDate = 1353906000, endDate = 1364616000\n",
      "- PX: Data doesn't exist for startDate = 1385269200, endDate = 1395979200\n",
      "- PX: Data doesn't exist for startDate = 1416805200, endDate = 1427515200\n",
      "- PX: Data doesn't exist for startDate = 1448254800, endDate = 1458964800\n",
      "- PXTE: No data found for this date range, symbol may be delisted\n",
      "- PXTE: No data found for this date range, symbol may be delisted\n",
      "- PYCO: No data found, symbol may be delisted\n",
      "- PYCO: No data found, symbol may be delisted\n",
      "- PYCO: No data found, symbol may be delisted\n",
      "- PYCO: No data found, symbol may be delisted\n",
      "- PYDS: No data found, symbol may be delisted\n",
      "- PYDS: No data found, symbol may be delisted\n",
      "- PYDS: No data found, symbol may be delisted\n",
      "- PYDS: No data found, symbol may be delisted\n",
      "- PZG: Data doesn't exist for startDate = 1370664000, endDate = 1381377600\n",
      "- PZG: Data doesn't exist for startDate = 1402200000, endDate = 1412913600\n",
      "- PZZI: No data found for this date range, symbol may be delisted\n",
      "- PZZI: No data found for this date range, symbol may be delisted\n",
      "- PZZI: No data found for this date range, symbol may be delisted\n",
      "- PZZI: No data found for this date range, symbol may be delisted\n",
      "- Q: No data found for this date range, symbol may be delisted\n",
      "- Q: No data found for this date range, symbol may be delisted\n",
      "- Q: No data found for this date range, symbol may be delisted\n",
      "- Q: No data found for this date range, symbol may be delisted\n",
      "- QADI: No data found for this date range, symbol may be delisted\n",
      "- QADI: No data found for this date range, symbol may be delisted\n",
      "- QADI: No data found for this date range, symbol may be delisted\n",
      "- QADI: No data found for this date range, symbol may be delisted\n",
      "- QBIO: Data doesn't exist for startDate = 1416978000, endDate = 1427688000\n",
      "- QCOR: No data found for this date range, symbol may be delisted\n",
      "- QCOR: No data found for this date range, symbol may be delisted\n",
      "- QEPM: No data found, symbol may be delisted\n",
      "- QEPM: No data found, symbol may be delisted\n",
      "- QGLY: No data found for this date range, symbol may be delisted\n",
      "- QGLY: No data found for this date range, symbol may be delisted\n",
      "- QGLY: No data found for this date range, symbol may be delisted\n",
      "- QGLY: No data found for this date range, symbol may be delisted\n",
      "- QLGC: No data found for this date range, symbol may be delisted\n",
      "- QLGC: No data found for this date range, symbol may be delisted\n",
      "- QLGC: No data found for this date range, symbol may be delisted\n",
      "- QLGC: No data found for this date range, symbol may be delisted\n",
      "- QLIK: No data found for this date range, symbol may be delisted\n",
      "- QLIK: No data found for this date range, symbol may be delisted\n",
      "- QLIK: No data found for this date range, symbol may be delisted\n",
      "- QLIK: No data found for this date range, symbol may be delisted\n",
      "- QLTI: No data found for this date range, symbol may be delisted\n",
      "- QLTI: No data found for this date range, symbol may be delisted\n",
      "- QLTI: No data found for this date range, symbol may be delisted\n",
      "- QLTI: No data found for this date range, symbol may be delisted\n",
      "- QLTS: No data found for this date range, symbol may be delisted\n",
      "- QLTY: No data found for this date range, symbol may be delisted\n",
      "- QLTY: No data found for this date range, symbol may be delisted\n",
      "- QLTY: No data found for this date range, symbol may be delisted\n",
      "- QPAC: Data doesn't exist for startDate = 1386133200, endDate = 1396843200\n",
      "- QPAC: No data found for this date range, symbol may be delisted\n",
      "- QPAC: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- QPRJ: No data found for this date range, symbol may be delisted\n",
      "- QPRJ: No data found for this date range, symbol may be delisted\n",
      "- QPRJ: No data found for this date range, symbol may be delisted\n",
      "- QPRJ: No data found for this date range, symbol may be delisted\n",
      "- QRE: No data found for this date range, symbol may be delisted\n",
      "- QRE: No data found for this date range, symbol may be delisted\n",
      "- QSII: No data found for this date range, symbol may be delisted\n",
      "- QSII: No data found for this date range, symbol may be delisted\n",
      "- QSII: No data found for this date range, symbol may be delisted\n",
      "- QSII: No data found for this date range, symbol may be delisted\n",
      "- QTET: No data found for this date range, symbol may be delisted\n",
      "- QTM: No data found for this date range, symbol may be delisted\n",
      "- QTM: No data found for this date range, symbol may be delisted\n",
      "- QTM: No data found for this date range, symbol may be delisted\n",
      "- QTM: No data found for this date range, symbol may be delisted\n",
      "- QTUM: Data doesn't exist for startDate = 1438660800, endDate = 1449378000\n",
      "- QTUM: Data doesn't exist for startDate = 1452661200, endDate = 1463371200\n",
      "- QTUM: Data doesn't exist for startDate = 1460174400, endDate = 1470888000\n",
      "- QTWW: No data found for this date range, symbol may be delisted\n",
      "- QTWW: No data found for this date range, symbol may be delisted\n",
      "- QTWW: No data found for this date range, symbol may be delisted\n",
      "- QUMI: No data found for this date range, symbol may be delisted\n",
      "- QUMI: No data found for this date range, symbol may be delisted\n",
      "- QUMI: No data found for this date range, symbol may be delisted\n",
      "- QUMI: No data found for this date range, symbol may be delisted\n",
      "- RAGO: No data found, symbol may be delisted\n",
      "- RAGO: No data found, symbol may be delisted\n",
      "- RAGO: No data found, symbol may be delisted\n",
      "- RAI: No data found for this date range, symbol may be delisted\n",
      "- RAI: No data found for this date range, symbol may be delisted\n",
      "- RAI: No data found for this date range, symbol may be delisted\n",
      "- RAI: No data found for this date range, symbol may be delisted\n",
      "- RALY: No data found for this date range, symbol may be delisted\n",
      "- RALY: No data found for this date range, symbol may be delisted\n",
      "- RAS: No data found for this date range, symbol may be delisted\n",
      "- RAS: No data found for this date range, symbol may be delisted\n",
      "- RAS: No data found for this date range, symbol may be delisted\n",
      "- RAS: No data found for this date range, symbol may be delisted\n",
      "- RATE: No data found for this date range, symbol may be delisted\n",
      "- RATE: No data found for this date range, symbol may be delisted\n",
      "- RATE: No data found for this date range, symbol may be delisted\n",
      "- RATE: No data found for this date range, symbol may be delisted\n",
      "- RAX: No data found for this date range, symbol may be delisted\n",
      "- RAX: No data found for this date range, symbol may be delisted\n",
      "- RAX: No data found for this date range, symbol may be delisted\n",
      "- RAX: No data found for this date range, symbol may be delisted\n",
      "- RBCV: No data found, symbol may be delisted\n",
      "- RBCV: No data found, symbol may be delisted\n",
      "- RBCV: No data found, symbol may be delisted\n",
      "- RBCV: No data found, symbol may be delisted\n",
      "- RBIZ: No data found for this date range, symbol may be delisted\n",
      "- RBIZ: No data found for this date range, symbol may be delisted\n",
      "- RBIZ: No data found for this date range, symbol may be delisted\n",
      "- RBIZ: No data found for this date range, symbol may be delisted\n",
      "- RBPAA: No data found for this date range, symbol may be delisted\n",
      "- RBPAA: No data found for this date range, symbol may be delisted\n",
      "- RBPAA: No data found for this date range, symbol may be delisted\n",
      "- RBPAA: No data found for this date range, symbol may be delisted\n",
      "- RCAP: No data found for this date range, symbol may be delisted\n",
      "- RCAP: No data found for this date range, symbol may be delisted\n",
      "- RCHR: No data found, symbol may be delisted\n",
      "- RCHR: No data found, symbol may be delisted\n",
      "- RCHR: No data found, symbol may be delisted\n",
      "- RCHR: No data found, symbol may be delisted\n",
      "- RCKB: No data found for this date range, symbol may be delisted\n",
      "- RCKB: No data found for this date range, symbol may be delisted\n",
      "- RCKB: No data found for this date range, symbol may be delisted\n",
      "- RCKB: No data found for this date range, symbol may be delisted\n",
      "- RCPT: No data found for this date range, symbol may be delisted\n",
      "- RCPT: No data found for this date range, symbol may be delisted\n",
      "- RCVA: No data found for this date range, symbol may be delisted\n",
      "- RCVA: No data found for this date range, symbol may be delisted\n",
      "- RCVA: No data found for this date range, symbol may be delisted\n",
      "- RDC: No data found, symbol may be delisted\n",
      "- RDC: No data found, symbol may be delisted\n",
      "- RDC: No data found, symbol may be delisted\n",
      "- RDC: No data found, symbol may be delisted\n",
      "- RDEN: No data found for this date range, symbol may be delisted\n",
      "- RDEN: No data found for this date range, symbol may be delisted\n",
      "- RDEN: No data found for this date range, symbol may be delisted\n",
      "- RDEN: No data found for this date range, symbol may be delisted\n",
      "- RDMP: No data found for this date range, symbol may be delisted\n",
      "- RDMP: No data found for this date range, symbol may be delisted\n",
      "- RDMP: No data found for this date range, symbol may be delisted\n",
      "- RDUS: Data doesn't exist for startDate = 1355288400, endDate = 1365998400\n",
      "- RDUS: Data doesn't exist for startDate = 1385355600, endDate = 1396065600\n",
      "- RECV: No data found for this date range, symbol may be delisted\n",
      "- RECV: No data found for this date range, symbol may be delisted\n",
      "- RECV: No data found for this date range, symbol may be delisted\n",
      "- REEDR: No data found, symbol may be delisted\n",
      "- REEDR: No data found, symbol may be delisted\n",
      "- REEDR: No data found, symbol may be delisted\n",
      "- REEDR: No data found, symbol may be delisted\n",
      "- REITPLUS: No data found, symbol may be delisted\n",
      "- REITPLUS: No data found, symbol may be delisted\n",
      "- REMY: No data found for this date range, symbol may be delisted\n",
      "- REMY: No data found for this date range, symbol may be delisted\n",
      "- REMY: No data found for this date range, symbol may be delisted\n",
      "- REN: No data found, symbol may be delisted\n",
      "- REN: No data found, symbol may be delisted\n",
      "- REN: No data found, symbol may be delisted\n",
      "- REN: No data found, symbol may be delisted\n",
      "- RENT: No data found for this date range, symbol may be delisted\n",
      "- RENT: No data found for this date range, symbol may be delisted\n",
      "- RENT: No data found for this date range, symbol may be delisted\n",
      "- REPR: No data found, symbol may be delisted\n",
      "- REPR: No data found, symbol may be delisted\n",
      "- REPR: No data found, symbol may be delisted\n",
      "- REPR: No data found, symbol may be delisted\n",
      "- REPW: No data found, symbol may be delisted\n",
      "- REVO: No data found, symbol may be delisted\n",
      "- REVO: No data found, symbol may be delisted\n",
      "- REXI: No data found for this date range, symbol may be delisted\n",
      "- REXI: No data found for this date range, symbol may be delisted\n",
      "- REXI: No data found for this date range, symbol may be delisted\n",
      "- REXX: No data found for this date range, symbol may be delisted\n",
      "- REXX: No data found for this date range, symbol may be delisted\n",
      "- REXX: No data found for this date range, symbol may be delisted\n",
      "- REXX: No data found for this date range, symbol may be delisted\n",
      "- RFMD: No data found for this date range, symbol may be delisted\n",
      "- RFMD: No data found for this date range, symbol may be delisted\n",
      "- RGBLV: No data found for this date range, symbol may be delisted\n",
      "- RGDO: No data found, symbol may be delisted\n",
      "- RGDO: No data found, symbol may be delisted\n",
      "- RGDO: No data found, symbol may be delisted\n",
      "- RGDX: No data found for this date range, symbol may be delisted\n",
      "- RGDX: No data found for this date range, symbol may be delisted\n",
      "- RGDX: No data found for this date range, symbol may be delisted\n",
      "- RGFR: No data found, symbol may be delisted\n",
      "- RGFR: No data found, symbol may be delisted\n",
      "- RGFR: No data found, symbol may be delisted\n",
      "- RGN: No data found for this date range, symbol may be delisted\n",
      "- RGN: No data found for this date range, symbol may be delisted\n",
      "- RGP: No data found for this date range, symbol may be delisted\n",
      "- RGP: No data found for this date range, symbol may be delisted\n",
      "- RGP: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- RHRS: No data found for this date range, symbol may be delisted\n",
      "- RHRS: No data found for this date range, symbol may be delisted\n",
      "- RHRS: No data found for this date range, symbol may be delisted\n",
      "- RHRS: No data found for this date range, symbol may be delisted\n",
      "- RHT: No data found, symbol may be delisted\n",
      "- RHT: No data found, symbol may be delisted\n",
      "- RHT: No data found, symbol may be delisted\n",
      "- RHT: No data found, symbol may be delisted\n",
      "- RIBS: Data doesn't exist for startDate = 1354683600, endDate = 1365393600\n",
      "- RIBS: Data doesn't exist for startDate = 1387170000, endDate = 1397880000\n",
      "- RIBS: Data doesn't exist for startDate = 1417582800, endDate = 1428292800\n",
      "- RICE: No data found for this date range, symbol may be delisted\n",
      "- RICE: No data found for this date range, symbol may be delisted\n",
      "- RICE: No data found for this date range, symbol may be delisted\n",
      "- RIGP: No data found for this date range, symbol may be delisted\n",
      "- RIGP: No data found for this date range, symbol may be delisted\n",
      "- RIMS: No data found for this date range, symbol may be delisted\n",
      "- RIMS: No data found for this date range, symbol may be delisted\n",
      "- RIVR: No data found for this date range, symbol may be delisted\n",
      "- RIVR: No data found for this date range, symbol may be delisted\n",
      "- RIVR: No data found for this date range, symbol may be delisted\n",
      "- RJET: No data found for this date range, symbol may be delisted\n",
      "- RJET: No data found for this date range, symbol may be delisted\n",
      "- RJET: No data found for this date range, symbol may be delisted\n",
      "- RJET: No data found for this date range, symbol may be delisted\n",
      "- RKT: No data found for this date range, symbol may be delisted\n",
      "- RKT: No data found for this date range, symbol may be delisted\n",
      "- RKUS: No data found for this date range, symbol may be delisted\n",
      "- RKUS: No data found for this date range, symbol may be delisted\n",
      "- RKUS: No data found for this date range, symbol may be delisted\n",
      "- RKUS: No data found for this date range, symbol may be delisted\n",
      "- RLBS: No data found, symbol may be delisted\n",
      "- RLD: No data found for this date range, symbol may be delisted\n",
      "- RLD: No data found for this date range, symbol may be delisted\n",
      "- RLD: No data found for this date range, symbol may be delisted\n",
      "- RLKX: No data found, symbol may be delisted\n",
      "- RLKX: No data found, symbol may be delisted\n",
      "- RLKX: No data found, symbol may be delisted\n",
      "- RLKX: No data found, symbol may be delisted\n",
      "- RLOC: No data found for this date range, symbol may be delisted\n",
      "- RLOC: No data found for this date range, symbol may be delisted\n",
      "- RLOC: No data found for this date range, symbol may be delisted\n",
      "- RLOC: No data found for this date range, symbol may be delisted\n",
      "- RLOG: No data found for this date range, symbol may be delisted\n",
      "- RLOG: No data found for this date range, symbol may be delisted\n",
      "- RLOG: No data found for this date range, symbol may be delisted\n",
      "- RLOG: No data found for this date range, symbol may be delisted\n",
      "- RLYL: No data found, symbol may be delisted\n",
      "- RLYL: No data found, symbol may be delisted\n",
      "- RLYP: No data found for this date range, symbol may be delisted\n",
      "- RLYP: No data found for this date range, symbol may be delisted\n",
      "- RLYP: No data found for this date range, symbol may be delisted\n",
      "- RMKR: No data found for this date range, symbol may be delisted\n",
      "- RMKR: No data found for this date range, symbol may be delisted\n",
      "- RMLX: No data found for this date range, symbol may be delisted\n",
      "- RMLX: No data found for this date range, symbol may be delisted\n",
      "- RMLX: No data found for this date range, symbol may be delisted\n",
      "- RMLX: No data found for this date range, symbol may be delisted\n",
      "- RNDY: No data found for this date range, symbol may be delisted\n",
      "- RNDY: No data found for this date range, symbol may be delisted\n",
      "- RNDY: No data found for this date range, symbol may be delisted\n",
      "5000 10757 2067\n",
      "- RNF: No data found for this date range, symbol may be delisted\n",
      "- RNF: No data found for this date range, symbol may be delisted\n",
      "- RNF: No data found for this date range, symbol may be delisted\n",
      "- RNF: No data found for this date range, symbol may be delisted\n",
      "- RNGE: No data found for this date range, symbol may be delisted\n",
      "- RNGE: No data found for this date range, symbol may be delisted\n",
      "- RNGE: No data found for this date range, symbol may be delisted\n",
      "- RNGE: No data found for this date range, symbol may be delisted\n",
      "- RNIN: No data found for this date range, symbol may be delisted\n",
      "- RNIN: No data found for this date range, symbol may be delisted\n",
      "- RNIN: No data found for this date range, symbol may be delisted\n",
      "- RNIN: No data found for this date range, symbol may be delisted\n",
      "- RNN: No data found, symbol may be delisted\n",
      "- RNN: No data found, symbol may be delisted\n",
      "- RNN: No data found, symbol may be delisted\n",
      "- RNN: No data found, symbol may be delisted\n",
      "- RNO: No data found for this date range, symbol may be delisted\n",
      "- RNO: No data found for this date range, symbol may be delisted\n",
      "- RNO: No data found for this date range, symbol may be delisted\n",
      "- RNO: No data found for this date range, symbol may be delisted\n",
      "- ROC: Data doesn't exist for startDate = 1353733200, endDate = 1364443200\n",
      "- ROC: Data doesn't exist for startDate = 1385874000, endDate = 1396584000\n",
      "- ROGI: Data doesn't exist for startDate = 1382328000, endDate = 1393045200\n",
      "- ROGI: Data doesn't exist for startDate = 1391403600, endDate = 1402113600\n",
      "- ROHT: No data found, symbol may be delisted\n",
      "- ROHT: No data found, symbol may be delisted\n",
      "- ROHT: No data found, symbol may be delisted\n",
      "- ROIAK: No data found for this date range, symbol may be delisted\n",
      "- ROIAK: No data found for this date range, symbol may be delisted\n",
      "- ROIAK: No data found for this date range, symbol may be delisted\n",
      "- ROIAK: No data found for this date range, symbol may be delisted\n",
      "- ROIL: No data found for this date range, symbol may be delisted\n",
      "- ROIL: No data found for this date range, symbol may be delisted\n",
      "- ROIQU: No data found, symbol may be delisted\n",
      "- ROIQU: No data found, symbol may be delisted\n",
      "- ROKA: No data found for this date range, symbol may be delisted\n",
      "- ROKA: No data found for this date range, symbol may be delisted\n",
      "- RONE: No data found for this date range, symbol may be delisted\n",
      "- RONE: No data found for this date range, symbol may be delisted\n",
      "- RONE: No data found for this date range, symbol may be delisted\n",
      "- RONE: No data found for this date range, symbol may be delisted\n",
      "- ROSE: Data doesn't exist for startDate = 1353819600, endDate = 1364529600\n",
      "- ROSE: Data doesn't exist for startDate = 1385182800, endDate = 1395892800\n",
      "- ROSE: Data doesn't exist for startDate = 1416718800, endDate = 1427428800\n",
      "- ROSV: No data found for this date range, symbol may be delisted\n",
      "- ROSV: No data found for this date range, symbol may be delisted\n",
      "- ROSV: No data found for this date range, symbol may be delisted\n",
      "- ROSV: No data found for this date range, symbol may be delisted\n",
      "- ROTB: No data found, symbol may be delisted\n",
      "- ROTED: No data found, symbol may be delisted\n",
      "- ROTED: No data found, symbol may be delisted\n",
      "- ROV: No data found for this date range, symbol may be delisted\n",
      "- ROVI: No data found for this date range, symbol may be delisted\n",
      "- ROVI: No data found for this date range, symbol may be delisted\n",
      "- ROVI: No data found for this date range, symbol may be delisted\n",
      "- ROVI: No data found for this date range, symbol may be delisted\n",
      "- ROX: No data found, symbol may be delisted\n",
      "- ROX: No data found, symbol may be delisted\n",
      "- ROX: No data found, symbol may be delisted\n",
      "- ROX: No data found, symbol may be delisted\n",
      "- RPI: No data found for this date range, symbol may be delisted\n",
      "- RPI: No data found for this date range, symbol may be delisted\n",
      "- RPI: No data found for this date range, symbol may be delisted\n",
      "- RPI: No data found for this date range, symbol may be delisted\n",
      "- RPRX: Data doesn't exist for startDate = 1355547600, endDate = 1366257600\n",
      "- RPRX: Data doesn't exist for startDate = 1386738000, endDate = 1397448000\n",
      "- RPRX: Data doesn't exist for startDate = 1418446800, endDate = 1429156800\n",
      "- RPRX: Data doesn't exist for startDate = 1449896400, endDate = 1460606400\n",
      "- RPTP: No data found for this date range, symbol may be delisted\n",
      "- RPTP: No data found for this date range, symbol may be delisted\n",
      "- RPTP: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- RRMS: No data found for this date range, symbol may be delisted\n",
      "- RRMS: No data found for this date range, symbol may be delisted\n",
      "- RRMS: No data found for this date range, symbol may be delisted\n",
      "- RRMS: No data found for this date range, symbol may be delisted\n",
      "- RRPH: No data found for this date range, symbol may be delisted\n",
      "- RRPH: No data found for this date range, symbol may be delisted\n",
      "- RSCR: No data found for this date range, symbol may be delisted\n",
      "- RSCR: No data found for this date range, symbol may be delisted\n",
      "- RSE: No data found for this date range, symbol may be delisted\n",
      "- RSE: No data found for this date range, symbol may be delisted\n",
      "- RSE: No data found for this date range, symbol may be delisted\n",
      "- RSE: No data found for this date range, symbol may be delisted\n",
      "- RSO: No data found for this date range, symbol may be delisted\n",
      "- RSO: No data found for this date range, symbol may be delisted\n",
      "- RSO: No data found for this date range, symbol may be delisted\n",
      "- RSO: No data found for this date range, symbol may be delisted\n",
      "- RSOL: No data found for this date range, symbol may be delisted\n",
      "- RSOL: No data found for this date range, symbol may be delisted\n",
      "- RSOL: No data found for this date range, symbol may be delisted\n",
      "- RSOL: No data found for this date range, symbol may be delisted\n",
      "- RSOO: No data found, symbol may be delisted\n",
      "- RSTI: No data found for this date range, symbol may be delisted\n",
      "- RSTI: No data found for this date range, symbol may be delisted\n",
      "- RSTI: No data found for this date range, symbol may be delisted\n",
      "- RT: No data found for this date range, symbol may be delisted\n",
      "- RT: No data found for this date range, symbol may be delisted\n",
      "- RT: No data found for this date range, symbol may be delisted\n",
      "- RT: No data found for this date range, symbol may be delisted\n",
      "- RT: No data found for this date range, symbol may be delisted\n",
      "- RTEC: No data found, symbol may be delisted\n",
      "- RTEC: No data found, symbol may be delisted\n",
      "- RTEC: No data found, symbol may be delisted\n",
      "- RTEC: No data found, symbol may be delisted\n",
      "- RTGN: No data found, symbol may be delisted\n",
      "- RTGN: No data found, symbol may be delisted\n",
      "- RTGN: No data found, symbol may be delisted\n",
      "- RTI: Data doesn't exist for startDate = 1353474000, endDate = 1364184000\n",
      "- RTI: Data doesn't exist for startDate = 1387083600, endDate = 1397793600\n",
      "- RTI: Data doesn't exist for startDate = 1416891600, endDate = 1427601600\n",
      "- RTK: No data found for this date range, symbol may be delisted\n",
      "- RTK: No data found for this date range, symbol may be delisted\n",
      "- RTK: No data found for this date range, symbol may be delisted\n",
      "- RTK: No data found for this date range, symbol may be delisted\n",
      "- RTRO: No data found for this date range, symbol may be delisted\n",
      "- RTRO: No data found for this date range, symbol may be delisted\n",
      "- RTRO: No data found for this date range, symbol may be delisted\n",
      "- RTRO: No data found for this date range, symbol may be delisted\n",
      "- RTTE: No data found for this date range, symbol may be delisted\n",
      "- RTTE: No data found for this date range, symbol may be delisted\n",
      "- RTTE: No data found for this date range, symbol may be delisted\n",
      "- RUSH: No data found for this date range, symbol may be delisted\n",
      "- RUSH: No data found for this date range, symbol may be delisted\n",
      "- RUSH: No data found for this date range, symbol may be delisted\n",
      "- RUSH: No data found for this date range, symbol may be delisted\n",
      "- RVAAX: No data found, symbol may be delisted\n",
      "- RVAAX: No data found, symbol may be delisted\n",
      "- RVAAX: No data found, symbol may be delisted\n",
      "- RVAAX: No data found, symbol may be delisted\n",
      "- RVBD: No data found for this date range, symbol may be delisted\n",
      "- RVBD: No data found for this date range, symbol may be delisted\n",
      "- RVBD: No data found for this date range, symbol may be delisted\n",
      "- RVEN: No data found, symbol may be delisted\n",
      "- RVEN: No data found, symbol may be delisted\n",
      "- RVEN: No data found, symbol may be delisted\n",
      "- RVEN: No data found, symbol may be delisted\n",
      "- RVHL: No data found, symbol may be delisted\n",
      "- RVHL: No data found, symbol may be delisted\n",
      "- RVHL: No data found, symbol may be delisted\n",
      "- RVM: No data found for this date range, symbol may be delisted\n",
      "- RVM: No data found for this date range, symbol may be delisted\n",
      "- RVM: No data found for this date range, symbol may be delisted\n",
      "- RVNM: No data found for this date range, symbol may be delisted\n",
      "- RVNM: No data found for this date range, symbol may be delisted\n",
      "- RVNM: No data found for this date range, symbol may be delisted\n",
      "- RVNM: No data found for this date range, symbol may be delisted\n",
      "- RVNM: No data found for this date range, symbol may be delisted\n",
      "- RVUE: No data found for this date range, symbol may be delisted\n",
      "- RVUE: No data found for this date range, symbol may be delisted\n",
      "- RVUE: No data found for this date range, symbol may be delisted\n",
      "- RVUE: No data found for this date range, symbol may be delisted\n",
      "- RWC: No data found for this date range, symbol may be delisted\n",
      "- RWC: No data found for this date range, symbol may be delisted\n",
      "- RWC: No data found for this date range, symbol may be delisted\n",
      "- RWC: No data found for this date range, symbol may be delisted\n",
      "- RXDX: Data doesn't exist for startDate = 1375156800, endDate = 1385874000\n",
      "- RXII: No data found for this date range, symbol may be delisted\n",
      "- RXII: No data found for this date range, symbol may be delisted\n",
      "- RXII: No data found for this date range, symbol may be delisted\n",
      "- RXII: No data found for this date range, symbol may be delisted\n",
      "- RYBO: No data found for this date range, symbol may be delisted\n",
      "- RYL: No data found for this date range, symbol may be delisted\n",
      "- RYL: No data found for this date range, symbol may be delisted\n",
      "- RYL: No data found for this date range, symbol may be delisted\n",
      "- RYQG: No data found, symbol may be delisted\n",
      "- RYQG: No data found, symbol may be delisted\n",
      "- RYUN: No data found for this date range, symbol may be delisted\n",
      "- RYUN: No data found for this date range, symbol may be delisted\n",
      "- RYUN: No data found for this date range, symbol may be delisted\n",
      "- RZRR: No data found, symbol may be delisted\n",
      "- RZRR: No data found, symbol may be delisted\n",
      "- RZRR: No data found, symbol may be delisted\n",
      "- SAAS: Data doesn't exist for startDate = 1355547600, endDate = 1366257600\n",
      "- SAAS: Data doesn't exist for startDate = 1386133200, endDate = 1396843200\n",
      "- SAAS: Data doesn't exist for startDate = 1417410000, endDate = 1428120000\n",
      "- SAAS: Data doesn't exist for startDate = 1449032400, endDate = 1459742400\n",
      "- SACQ: No data found, symbol may be delisted\n",
      "- SACQ: No data found, symbol may be delisted\n",
      "- SACQ: No data found, symbol may be delisted\n",
      "- SAFY: No data found for this date range, symbol may be delisted\n",
      "- SAFY: No data found for this date range, symbol may be delisted\n",
      "- SAFY: No data found for this date range, symbol may be delisted\n",
      "- SAFY: No data found for this date range, symbol may be delisted\n",
      "- SAJA: No data found for this date range, symbol may be delisted\n",
      "- SAJA: No data found for this date range, symbol may be delisted\n",
      "- SAJA: No data found for this date range, symbol may be delisted\n",
      "- SAJA: No data found for this date range, symbol may be delisted\n",
      "- SAPE: No data found for this date range, symbol may be delisted\n",
      "- SAPE: No data found for this date range, symbol may be delisted\n",
      "- SAQC: No data found for this date range, symbol may be delisted\n",
      "- SARA: No data found, symbol may be delisted\n",
      "- SARA: No data found, symbol may be delisted\n",
      "- SARA: No data found, symbol may be delisted\n",
      "- SAUP: No data found for this date range, symbol may be delisted\n",
      "- SAUP: No data found for this date range, symbol may be delisted\n",
      "- SAUP: No data found for this date range, symbol may be delisted\n",
      "- SAUP: No data found for this date range, symbol may be delisted\n",
      "- SAUP: No data found for this date range, symbol may be delisted\n",
      "- SAVI: No data found, symbol may be delisted\n",
      "- SAVI: No data found, symbol may be delisted\n",
      "- SAVI: No data found, symbol may be delisted\n",
      "- SAVI: No data found, symbol may be delisted\n",
      "- SBAT: No data found for this date range, symbol may be delisted\n",
      "- SBAT: No data found for this date range, symbol may be delisted\n",
      "- SBAT: No data found for this date range, symbol may be delisted\n",
      "- SBAT: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- SBCP: No data found for this date range, symbol may be delisted\n",
      "- SBCP: No data found for this date range, symbol may be delisted\n",
      "- SBII: No data found for this date range, symbol may be delisted\n",
      "- SBII: No data found for this date range, symbol may be delisted\n",
      "- SBSA: No data found for this date range, symbol may be delisted\n",
      "- SBSA: No data found for this date range, symbol may be delisted\n",
      "- SBSA: No data found for this date range, symbol may be delisted\n",
      "- SBSA: No data found for this date range, symbol may be delisted\n",
      "- SBTB: No data found, symbol may be delisted\n",
      "- SBTB: No data found, symbol may be delisted\n",
      "- SBTB: No data found, symbol may be delisted\n",
      "- SBTB: No data found, symbol may be delisted\n",
      "- SBY: No data found for this date range, symbol may be delisted\n",
      "- SBY: No data found for this date range, symbol may be delisted\n",
      "- SBY: No data found for this date range, symbol may be delisted\n",
      "- SBY: No data found for this date range, symbol may be delisted\n",
      "- SCAI: No data found for this date range, symbol may be delisted\n",
      "- SCAI: No data found for this date range, symbol may be delisted\n",
      "- SCAI: No data found for this date range, symbol may be delisted\n",
      "- SCBT: No data found for this date range, symbol may be delisted\n",
      "- SCBT: No data found for this date range, symbol may be delisted\n",
      "- SCBT: No data found for this date range, symbol may be delisted\n",
      "- SCBT: No data found for this date range, symbol may be delisted\n",
      "- SCCI: No data found for this date range, symbol may be delisted\n",
      "- SCCI: No data found for this date range, symbol may be delisted\n",
      "- SCCI: No data found for this date range, symbol may be delisted\n",
      "- SCCI: No data found for this date range, symbol may be delisted\n",
      "- SCE: No data found for this date range, symbol may be delisted\n",
      "- SCFE: No data found, symbol may be delisted\n",
      "- SCFE: No data found, symbol may be delisted\n",
      "- SCFE: No data found, symbol may be delisted\n",
      "- SCFE: No data found, symbol may be delisted\n",
      "- SCG: Data doesn't exist for startDate = 1353992400, endDate = 1364702400\n",
      "- SCG: Data doesn't exist for startDate = 1353992400, endDate = 1364702400\n",
      "- SCG: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "- SCG: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "- SCG: Data doesn't exist for startDate = 1416978000, endDate = 1427688000\n",
      "- SCG: Data doesn't exist for startDate = 1416978000, endDate = 1427688000\n",
      "- SCGC: No data found for this date range, symbol may be delisted\n",
      "- SCGC: No data found for this date range, symbol may be delisted\n",
      "- SCGQ: No data found for this date range, symbol may be delisted\n",
      "- SCGQ: No data found for this date range, symbol may be delisted\n",
      "- SCGQ: No data found for this date range, symbol may be delisted\n",
      "- SCGQ: No data found for this date range, symbol may be delisted\n",
      "- SCIO: No data found, symbol may be delisted\n",
      "- SCIO: No data found, symbol may be delisted\n",
      "- SCIO: No data found, symbol may be delisted\n",
      "- SCIO: No data found, symbol may be delisted\n",
      "- SCLG: No data found for this date range, symbol may be delisted\n",
      "- SCLG: No data found for this date range, symbol may be delisted\n",
      "- SCLG: No data found for this date range, symbol may be delisted\n",
      "- SCLG: No data found for this date range, symbol may be delisted\n",
      "- SCLN: No data found for this date range, symbol may be delisted\n",
      "- SCLN: No data found for this date range, symbol may be delisted\n",
      "- SCLN: No data found for this date range, symbol may be delisted\n",
      "- SCLN: No data found for this date range, symbol may be delisted\n",
      "- SCLZ: No data found, symbol may be delisted\n",
      "- SCLZ: No data found, symbol may be delisted\n",
      "- SCLZ: No data found, symbol may be delisted\n",
      "- SCLZ: No data found, symbol may be delisted\n",
      "- SCMR: No data found for this date range, symbol may be delisted\n",
      "- SCMR: No data found for this date range, symbol may be delisted\n",
      "- SCMR: No data found for this date range, symbol may be delisted\n",
      "- SCMR: No data found for this date range, symbol may be delisted\n",
      "- SCQO: No data found, symbol may be delisted\n",
      "- SCQO: No data found, symbol may be delisted\n",
      "- SCQO: No data found, symbol may be delisted\n",
      "- SCQO: No data found, symbol may be delisted\n",
      "- SCRA: No data found for this date range, symbol may be delisted\n",
      "- SCRA: No data found for this date range, symbol may be delisted\n",
      "- SCRA: No data found for this date range, symbol may be delisted\n",
      "- SCRA: No data found for this date range, symbol may be delisted\n",
      "- SCRA: No data found for this date range, symbol may be delisted\n",
      "- SCRI: No data found for this date range, symbol may be delisted\n",
      "- SCRI: No data found for this date range, symbol may be delisted\n",
      "- SCRI: No data found for this date range, symbol may be delisted\n",
      "- SCRI: No data found for this date range, symbol may be delisted\n",
      "- SCSS: No data found for this date range, symbol may be delisted\n",
      "- SCSS: No data found for this date range, symbol may be delisted\n",
      "- SCSS: No data found for this date range, symbol may be delisted\n",
      "- SCSS: No data found for this date range, symbol may be delisted\n",
      "- SCST: Data doesn't exist for startDate = 1354078800, endDate = 1364788800\n",
      "- SCST: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "- SCST: Data doesn't exist for startDate = 1416978000, endDate = 1427688000\n",
      "- SCTY: Data doesn't exist for startDate = 1356325200, endDate = 1367035200\n",
      "- SCTY: Data doesn't exist for startDate = 1387083600, endDate = 1397793600\n",
      "- SCTY: Data doesn't exist for startDate = 1416718800, endDate = 1427428800\n",
      "- SCTY: Data doesn't exist for startDate = 1447045200, endDate = 1457758800\n",
      "- SCXN: No data found for this date range, symbol may be delisted\n",
      "- SD: Data doesn't exist for startDate = 1354078800, endDate = 1364788800\n",
      "- SD: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "- SD: Data doesn't exist for startDate = 1416978000, endDate = 1427688000\n",
      "- SD: Data doesn't exist for startDate = 1451278800, endDate = 1461988800\n",
      "- SDGU: No data found for this date range, symbol may be delisted\n",
      "- SDGU: No data found for this date range, symbol may be delisted\n",
      "- SDNT: No data found, symbol may be delisted\n",
      "- SDNT: No data found, symbol may be delisted\n",
      "- SDNT: No data found, symbol may be delisted\n",
      "- SDNT: No data found, symbol may be delisted\n",
      "- SDO: Data doesn't exist for startDate = 1353819600, endDate = 1364529600\n",
      "- SDO: Data doesn't exist for startDate = 1385442000, endDate = 1396152000\n",
      "- SDO: Data doesn't exist for startDate = 1416891600, endDate = 1427601600\n",
      "- SDO: Data doesn't exist for startDate = 1448427600, endDate = 1459137600\n",
      "- SDOI: No data found for this date range, symbol may be delisted\n",
      "- SDOI: No data found for this date range, symbol may be delisted\n",
      "- SDOI: No data found for this date range, symbol may be delisted\n",
      "- SDOI: No data found for this date range, symbol may be delisted\n",
      "- SDR: No data found, symbol may be delisted\n",
      "- SDR: No data found, symbol may be delisted\n",
      "- SDR: No data found, symbol may be delisted\n",
      "- SDR: No data found, symbol may be delisted\n",
      "- SDRG: No data found, symbol may be delisted\n",
      "- SDRG: No data found, symbol may be delisted\n",
      "- SDRG: No data found, symbol may be delisted\n",
      "- SDRG: No data found, symbol may be delisted\n",
      "- SDT: No data found, symbol may be delisted\n",
      "- SDT: No data found, symbol may be delisted\n",
      "- SDT: No data found, symbol may be delisted\n",
      "- SDT: No data found, symbol may be delisted\n",
      "- SE: Data doesn't exist for startDate = 1353474000, endDate = 1364184000\n",
      "- SE: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "- SE: Data doesn't exist for startDate = 1416978000, endDate = 1427688000\n",
      "- SE: Data doesn't exist for startDate = 1448341200, endDate = 1459051200\n",
      "- SECT: Data doesn't exist for startDate = 1365825600, endDate = 1376539200\n",
      "- SECT: Data doesn't exist for startDate = 1397275200, endDate = 1407988800\n",
      "- SECT: Data doesn't exist for startDate = 1431403200, endDate = 1442116800\n",
      "- SECT: Data doesn't exist for startDate = 1460433600, endDate = 1471147200\n",
      "- SED: No data found, symbol may be delisted\n",
      "- SELA: No data found for this date range, symbol may be delisted\n",
      "- SELA: No data found for this date range, symbol may be delisted\n",
      "- SELA: No data found for this date range, symbol may be delisted\n",
      "- SELA: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- SEMG: No data found, symbol may be delisted\n",
      "- SEMG: No data found, symbol may be delisted\n",
      "- SEMG: No data found, symbol may be delisted\n",
      "- SEMG: No data found, symbol may be delisted\n",
      "- SEMI: No data found for this date range, symbol may be delisted\n",
      "- SEMI: No data found for this date range, symbol may be delisted\n",
      "- SEV: No data found for this date range, symbol may be delisted\n",
      "- SEV: No data found for this date range, symbol may be delisted\n",
      "- SEV: No data found for this date range, symbol may be delisted\n",
      "- SEV: No data found for this date range, symbol may be delisted\n",
      "- SFAR: No data found for this date range, symbol may be delisted\n",
      "- SFAR: No data found for this date range, symbol may be delisted\n",
      "- SFBS: Data doesn't exist for startDate = 1355029200, endDate = 1365739200\n",
      "- SFBS: Data doesn't exist for startDate = 1386133200, endDate = 1396843200\n",
      "- SFCF: No data found for this date range, symbol may be delisted\n",
      "- SFCF: No data found for this date range, symbol may be delisted\n",
      "- SFCF: No data found for this date range, symbol may be delisted\n",
      "- SFEX: No data found, symbol may be delisted\n",
      "- SFEX: No data found, symbol may be delisted\n",
      "- SFEX: No data found, symbol may be delisted\n",
      "- SFEX: No data found, symbol may be delisted\n",
      "- SFG: Data doesn't exist for startDate = 1353819600, endDate = 1364529600\n",
      "- SFG: Data doesn't exist for startDate = 1385355600, endDate = 1396065600\n",
      "- SFLY: No data found, symbol may be delisted\n",
      "- SFLY: No data found, symbol may be delisted\n",
      "- SFLY: No data found, symbol may be delisted\n",
      "- SFLY: No data found, symbol may be delisted\n",
      "- SFNS: No data found for this date range, symbol may be delisted\n",
      "- SFNS: No data found for this date range, symbol may be delisted\n",
      "- SFS: No data found, symbol may be delisted\n",
      "- SFS: No data found, symbol may be delisted\n",
      "- SFTV: No data found for this date range, symbol may be delisted\n",
      "- SFTV: No data found for this date range, symbol may be delisted\n",
      "5250 11247 2180\n",
      "- SFXE: No data found for this date range, symbol may be delisted\n",
      "- SFXE: No data found for this date range, symbol may be delisted\n",
      "- SFY: Data doesn't exist for startDate = 1353474000, endDate = 1364184000\n",
      "- SFY: Data doesn't exist for startDate = 1385787600, endDate = 1396497600\n",
      "- SFY: Data doesn't exist for startDate = 1417237200, endDate = 1427947200\n",
      "- SFY: Data doesn't exist for startDate = 1449032400, endDate = 1459742400\n",
      "- SGAS: No data found for this date range, symbol may be delisted\n",
      "- SGAS: No data found for this date range, symbol may be delisted\n",
      "- SGGH: No data found for this date range, symbol may be delisted\n",
      "- SGGH: No data found for this date range, symbol may be delisted\n",
      "- SGGH: No data found for this date range, symbol may be delisted\n",
      "- SGGH: No data found for this date range, symbol may be delisted\n",
      "- SGGV: No data found, symbol may be delisted\n",
      "- SGGV: No data found, symbol may be delisted\n",
      "- SGGV: No data found, symbol may be delisted\n",
      "- SGGV: No data found, symbol may be delisted\n",
      "- SGK: No data found for this date range, symbol may be delisted\n",
      "- SGK: No data found for this date range, symbol may be delisted\n",
      "- SGM: No data found for this date range, symbol may be delisted\n",
      "- SGM: No data found for this date range, symbol may be delisted\n",
      "- SGM: No data found for this date range, symbol may be delisted\n",
      "- SGNL: Data doesn't exist for startDate = 1419397200, endDate = 1430107200\n",
      "- SGNL: Data doesn't exist for startDate = 1450501200, endDate = 1461211200\n",
      "- SGNT: No data found for this date range, symbol may be delisted\n",
      "- SGNT: No data found for this date range, symbol may be delisted\n",
      "- SGNT: No data found for this date range, symbol may be delisted\n",
      "- SGNT: No data found for this date range, symbol may be delisted\n",
      "- SGY: No data found for this date range, symbol may be delisted\n",
      "- SGY: No data found for this date range, symbol may be delisted\n",
      "- SGY: No data found for this date range, symbol may be delisted\n",
      "- SGY: No data found for this date range, symbol may be delisted\n",
      "- SGYP: No data found for this date range, symbol may be delisted\n",
      "- SGYP: No data found for this date range, symbol may be delisted\n",
      "- SGYP: No data found for this date range, symbol may be delisted\n",
      "- SGYP: No data found for this date range, symbol may be delisted\n",
      "- SGZI: No data found for this date range, symbol may be delisted\n",
      "- SGZI: No data found for this date range, symbol may be delisted\n",
      "- SHLD: No data found for this date range, symbol may be delisted\n",
      "- SHLD: No data found for this date range, symbol may be delisted\n",
      "- SHLD: No data found for this date range, symbol may be delisted\n",
      "- SHLD: No data found for this date range, symbol may be delisted\n",
      "- SHMT: No data found, symbol may be delisted\n",
      "- SHMT: No data found, symbol may be delisted\n",
      "- SHMT: No data found, symbol may be delisted\n",
      "- SHOR: No data found for this date range, symbol may be delisted\n",
      "- SHOR: No data found for this date range, symbol may be delisted\n",
      "- SHOR: No data found for this date range, symbol may be delisted\n",
      "- SHOR: No data found for this date range, symbol may be delisted\n",
      "- SHOS: No data found, symbol may be delisted\n",
      "- SHOS: No data found, symbol may be delisted\n",
      "- SHOS: No data found, symbol may be delisted\n",
      "- SHOS: No data found, symbol may be delisted\n",
      "- SHPGY: No data found for this date range, symbol may be delisted\n",
      "- SHPGY: No data found for this date range, symbol may be delisted\n",
      "- SHPGY: No data found for this date range, symbol may be delisted\n",
      "- SHPGY: No data found for this date range, symbol may be delisted\n",
      "- SHPN: No data found, symbol may be delisted\n",
      "- SHPN: No data found, symbol may be delisted\n",
      "- SHPR: No data found, symbol may be delisted\n",
      "- SHPR: No data found, symbol may be delisted\n",
      "- SHPR: No data found, symbol may be delisted\n",
      "- SHPR: No data found, symbol may be delisted\n",
      "- SHRN: No data found for this date range, symbol may be delisted\n",
      "- SHSH: No data found, symbol may be delisted\n",
      "- SHSH: No data found, symbol may be delisted\n",
      "- SIAL: No data found for this date range, symbol may be delisted\n",
      "- SIAL: No data found for this date range, symbol may be delisted\n",
      "- SIAL: No data found for this date range, symbol may be delisted\n",
      "- SIBC: Data doesn't exist for startDate = 1356498000, endDate = 1367208000\n",
      "- SIBC: Data doesn't exist for startDate = 1387947600, endDate = 1398657600\n",
      "- SIBC: Data doesn't exist for startDate = 1419742800, endDate = 1430452800\n",
      "- SIDY: No data found for this date range, symbol may be delisted\n",
      "- SIDY: No data found for this date range, symbol may be delisted\n",
      "- SIDY: No data found for this date range, symbol may be delisted\n",
      "- SIDY: No data found for this date range, symbol may be delisted\n",
      "- SIFI: No data found, symbol may be delisted\n",
      "- SIFI: No data found, symbol may be delisted\n",
      "- SIFI: No data found, symbol may be delisted\n",
      "- SIFI: No data found, symbol may be delisted\n",
      "- SILV: Data doesn't exist for startDate = 1358053200, endDate = 1368763200\n",
      "- SILV: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- SILV: Data doesn't exist for startDate = 1419310800, endDate = 1430020800\n",
      "- SILV: Data doesn't exist for startDate = 1451278800, endDate = 1461988800\n",
      "- SIMG: No data found for this date range, symbol may be delisted\n",
      "- SIMG: No data found for this date range, symbol may be delisted\n",
      "- SIMG: No data found for this date range, symbol may be delisted\n",
      "- SIMH: No data found for this date range, symbol may be delisted\n",
      "- SIMH: No data found for this date range, symbol may be delisted\n",
      "- SIMH: No data found for this date range, symbol may be delisted\n",
      "- SIRG: No data found for this date range, symbol may be delisted\n",
      "- SIRO: No data found for this date range, symbol may be delisted\n",
      "- SIRO: No data found for this date range, symbol may be delisted\n",
      "- SIRO: No data found for this date range, symbol may be delisted\n",
      "- SKER: No data found, symbol may be delisted\n",
      "- SKFT: No data found, symbol may be delisted\n",
      "- SKFT: No data found, symbol may be delisted\n",
      "- SKFT: No data found, symbol may be delisted\n",
      "- SKFT: No data found, symbol may be delisted\n",
      "- SKGP: No data found, symbol may be delisted\n",
      "- SKGP: No data found, symbol may be delisted\n",
      "- SKGP: No data found, symbol may be delisted\n",
      "- SKH: No data found for this date range, symbol may be delisted\n",
      "- SKH: No data found for this date range, symbol may be delisted\n",
      "- SKH: No data found for this date range, symbol may be delisted\n",
      "- SKH: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- SKIS: No data found, symbol may be delisted\n",
      "- SKIS: No data found, symbol may be delisted\n",
      "- SKKY: Data doesn't exist for startDate = 1350964800, endDate = 1361682000\n",
      "- SKLN: No data found for this date range, symbol may be delisted\n",
      "- SKLN: No data found for this date range, symbol may be delisted\n",
      "- SKLN: No data found for this date range, symbol may be delisted\n",
      "- SKLN: No data found for this date range, symbol may be delisted\n",
      "- SKRY: No data found, symbol may be delisted\n",
      "- SKRY: No data found, symbol may be delisted\n",
      "- SKRY: No data found, symbol may be delisted\n",
      "- SKRY: No data found, symbol may be delisted\n",
      "- SKUL: No data found for this date range, symbol may be delisted\n",
      "- SKUL: No data found for this date range, symbol may be delisted\n",
      "- SKUL: No data found for this date range, symbol may be delisted\n",
      "- SKUL: No data found for this date range, symbol may be delisted\n",
      "- SKYH: No data found for this date range, symbol may be delisted\n",
      "- SLGT: No data found, symbol may be delisted\n",
      "- SLGT: No data found, symbol may be delisted\n",
      "- SLGT: No data found, symbol may be delisted\n",
      "- SLGT: No data found, symbol may be delisted\n",
      "- SLH: No data found for this date range, symbol may be delisted\n",
      "- SLH: No data found for this date range, symbol may be delisted\n",
      "- SLH: No data found for this date range, symbol may be delisted\n",
      "- SLI: No data found for this date range, symbol may be delisted\n",
      "- SLIO: No data found, symbol may be delisted\n",
      "- SLIO: No data found, symbol may be delisted\n",
      "- SLNN: No data found for this date range, symbol may be delisted\n",
      "- SLNN: No data found for this date range, symbol may be delisted\n",
      "- SLNN: No data found for this date range, symbol may be delisted\n",
      "- SLPC: No data found for this date range, symbol may be delisted\n",
      "- SLPC: No data found for this date range, symbol may be delisted\n",
      "- SLPC: No data found for this date range, symbol may be delisted\n",
      "- SLPC: No data found for this date range, symbol may be delisted\n",
      "- SLRXF: No data found for this date range, symbol may be delisted\n",
      "- SLRXF: No data found for this date range, symbol may be delisted\n",
      "- SLRXF: No data found for this date range, symbol may be delisted\n",
      "- SLTA: No data found, symbol may be delisted\n",
      "- SLTA: No data found, symbol may be delisted\n",
      "- SLTA: No data found, symbol may be delisted\n",
      "- SLTA: No data found, symbol may be delisted\n",
      "- SLTA: No data found, symbol may be delisted\n",
      "- SLTA: No data found, symbol may be delisted\n",
      "- SLTC: No data found for this date range, symbol may be delisted\n",
      "- SLTC: No data found for this date range, symbol may be delisted\n",
      "- SLTC: No data found for this date range, symbol may be delisted\n",
      "- SLTC: No data found for this date range, symbol may be delisted\n",
      "- SLVM: No data found for this date range, symbol may be delisted\n",
      "- SLVM: No data found for this date range, symbol may be delisted\n",
      "- SLVM: No data found for this date range, symbol may be delisted\n",
      "- SLVM: No data found for this date range, symbol may be delisted\n",
      "- SLXP: No data found for this date range, symbol may be delisted\n",
      "- SLXP: No data found for this date range, symbol may be delisted\n",
      "- SLXP: No data found for this date range, symbol may be delisted\n",
      "- SMD: Data doesn't exist for startDate = 1364356800, endDate = 1375070400\n",
      "- SMD: Data doesn't exist for startDate = 1396065600, endDate = 1406779200\n",
      "- SMD: Data doesn't exist for startDate = 1427515200, endDate = 1438228800\n",
      "- SMD: Data doesn't exist for startDate = 1459137600, endDate = 1469851200\n",
      "- SMDI: No data found for this date range, symbol may be delisted\n",
      "- SMDI: No data found for this date range, symbol may be delisted\n",
      "- SMDI: No data found for this date range, symbol may be delisted\n",
      "- SMDI: No data found for this date range, symbol may be delisted\n",
      "- SMGI: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- SMGI: Data doesn't exist for startDate = 1387947600, endDate = 1398657600\n",
      "- SMGI: Data doesn't exist for startDate = 1419397200, endDate = 1430107200\n",
      "- SMGI: Data doesn't exist for startDate = 1451106000, endDate = 1461816000\n",
      "- SMHQ: No data found, symbol may be delisted\n",
      "- SMKY: No data found for this date range, symbol may be delisted\n",
      "- SMPL: Data doesn't exist for startDate = 1370750400, endDate = 1381464000\n",
      "- SMPL: Data doesn't exist for startDate = 1402372800, endDate = 1413086400\n",
      "- SMTP: No data found for this date range, symbol may be delisted\n",
      "- SMTP: No data found for this date range, symbol may be delisted\n",
      "- SMTP: No data found for this date range, symbol may be delisted\n",
      "- SMTP: No data found for this date range, symbol may be delisted\n",
      "- SMXI: No data found, symbol may be delisted\n",
      "- SMXI: No data found, symbol may be delisted\n",
      "- SMXI: No data found, symbol may be delisted\n",
      "- SMYD: No data found, symbol may be delisted\n",
      "- SMYD: No data found, symbol may be delisted\n",
      "- SMYD: No data found, symbol may be delisted\n",
      "- SMYD: No data found, symbol may be delisted\n",
      "- SN: No data found, symbol may be delisted\n",
      "- SN: No data found, symbol may be delisted\n",
      "- SN: No data found, symbol may be delisted\n",
      "- SN: No data found, symbol may be delisted\n",
      "- SNAK: No data found for this date range, symbol may be delisted\n",
      "- SNAK: No data found for this date range, symbol may be delisted\n",
      "- SNAK: No data found for this date range, symbol may be delisted\n",
      "- SNAK: No data found for this date range, symbol may be delisted\n",
      "- SNBC: No data found for this date range, symbol may be delisted\n",
      "- SNBC: No data found for this date range, symbol may be delisted\n",
      "- SNBC: No data found for this date range, symbol may be delisted\n",
      "- SNBC: No data found for this date range, symbol may be delisted\n",
      "- SNDK: No data found for this date range, symbol may be delisted\n",
      "- SNDK: No data found for this date range, symbol may be delisted\n",
      "- SNDK: No data found for this date range, symbol may be delisted\n",
      "- SNDK: No data found for this date range, symbol may be delisted\n",
      "- SNEC: No data found, symbol may be delisted\n",
      "- SNEC: No data found, symbol may be delisted\n",
      "- SNEC: No data found, symbol may be delisted\n",
      "- SNEC: No data found, symbol may be delisted\n",
      "- SNEY: No data found, symbol may be delisted\n",
      "- SNEY: No data found, symbol may be delisted\n",
      "- SNEY: No data found, symbol may be delisted\n",
      "- SNFV: No data found, symbol may be delisted\n",
      "- SNFV: No data found, symbol may be delisted\n",
      "- SNFV: No data found, symbol may be delisted\n",
      "- SNFV: No data found, symbol may be delisted\n",
      "- SNH: No data found, symbol may be delisted\n",
      "- SNH: No data found, symbol may be delisted\n",
      "- SNH: No data found, symbol may be delisted\n",
      "- SNH: No data found, symbol may be delisted\n",
      "- SNHI: No data found, symbol may be delisted\n",
      "- SNHI: No data found, symbol may be delisted\n",
      "- SNHI: No data found, symbol may be delisted\n",
      "- SNHI: No data found, symbol may be delisted\n",
      "- SNHY: No data found, symbol may be delisted\n",
      "- SNHY: No data found, symbol may be delisted\n",
      "- SNHY: No data found, symbol may be delisted\n",
      "- SNHY: No data found, symbol may be delisted\n",
      "- SNOH: No data found, symbol may be delisted\n",
      "- SNOW: No data found for this date range, symbol may be delisted\n",
      "- SNOW: No data found for this date range, symbol may be delisted\n",
      "- SNOW: No data found for this date range, symbol may be delisted\n",
      "- SNPK: No data found for this date range, symbol may be delisted\n",
      "- SNPK: No data found for this date range, symbol may be delisted\n",
      "- SNPY: No data found for this date range, symbol may be delisted\n",
      "- SNPY: No data found for this date range, symbol may be delisted\n",
      "- SNPY: No data found for this date range, symbol may be delisted\n",
      "- SNPY: No data found for this date range, symbol may be delisted\n",
      "- SNSG: No data found for this date range, symbol may be delisted\n",
      "- SNSG: No data found for this date range, symbol may be delisted\n",
      "- SNSG: No data found for this date range, symbol may be delisted\n",
      "- SNSG: No data found for this date range, symbol may be delisted\n",
      "- SNT: No data found for this date range, symbol may be delisted\n",
      "- SNT: No data found for this date range, symbol may be delisted\n",
      "- SNT: No data found for this date range, symbol may be delisted\n",
      "- SNT: No data found for this date range, symbol may be delisted\n",
      "- SNTA: No data found for this date range, symbol may be delisted\n",
      "- SNTA: No data found for this date range, symbol may be delisted\n",
      "- SNTA: No data found for this date range, symbol may be delisted\n",
      "- SNTA: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- SNTKY: No data found for this date range, symbol may be delisted\n",
      "- SNUS: No data found for this date range, symbol may be delisted\n",
      "- SNUS: No data found for this date range, symbol may be delisted\n",
      "- SNUS: No data found for this date range, symbol may be delisted\n",
      "- SNUS: No data found for this date range, symbol may be delisted\n",
      "- SOCB: No data found for this date range, symbol may be delisted\n",
      "- SOCB: No data found for this date range, symbol may be delisted\n",
      "- SOCB: No data found for this date range, symbol may be delisted\n",
      "- SOCB: No data found for this date range, symbol may be delisted\n",
      "- SOCG: No data found, symbol may be delisted\n",
      "- SOCG: No data found, symbol may be delisted\n",
      "- SOCG: No data found, symbol may be delisted\n",
      "- SOCG: No data found, symbol may be delisted\n",
      "- SOLD: No data found for this date range, symbol may be delisted\n",
      "- SOLN: Data doesn't exist for startDate = 1356757200, endDate = 1367467200\n",
      "- SOLN: Data doesn't exist for startDate = 1387861200, endDate = 1398571200\n",
      "- SOLN: Data doesn't exist for startDate = 1418792400, endDate = 1429502400\n",
      "- SOLN: Data doesn't exist for startDate = 1450155600, endDate = 1460865600\n",
      "- SOMD: No data found for this date range, symbol may be delisted\n",
      "- SOMD: No data found for this date range, symbol may be delisted\n",
      "- SOMD: No data found for this date range, symbol may be delisted\n",
      "- SOMD: No data found for this date range, symbol may be delisted\n",
      "- SONS: No data found for this date range, symbol may be delisted\n",
      "- SONS: No data found for this date range, symbol may be delisted\n",
      "- SONS: No data found for this date range, symbol may be delisted\n",
      "- SONS: No data found for this date range, symbol may be delisted\n",
      "- SOOP: No data found, symbol may be delisted\n",
      "- SOOP: No data found, symbol may be delisted\n",
      "- SOOP: No data found, symbol may be delisted\n",
      "- SOPW: No data found for this date range, symbol may be delisted\n",
      "- SOPW: No data found for this date range, symbol may be delisted\n",
      "- SOPW: No data found for this date range, symbol may be delisted\n",
      "- SOUP: No data found for this date range, symbol may be delisted\n",
      "- SOUP: No data found for this date range, symbol may be delisted\n",
      "- SOUP: No data found for this date range, symbol may be delisted\n",
      "- SOUP: No data found for this date range, symbol may be delisted\n",
      "- SPA: No data found, symbol may be delisted\n",
      "- SPA: No data found, symbol may be delisted\n",
      "- SPA: No data found, symbol may be delisted\n",
      "- SPA: No data found, symbol may be delisted\n",
      "- SPAG: No data found, symbol may be delisted\n",
      "- SPAG: No data found, symbol may be delisted\n",
      "- SPAN: No data found for this date range, symbol may be delisted\n",
      "- SPAN: No data found for this date range, symbol may be delisted\n",
      "- SPAN: No data found for this date range, symbol may be delisted\n",
      "- SPAN: No data found for this date range, symbol may be delisted\n",
      "- SPBC: No data found for this date range, symbol may be delisted\n",
      "- SPBC: No data found for this date range, symbol may be delisted\n",
      "- SPBU: No data found for this date range, symbol may be delisted\n",
      "- SPCH: Data doesn't exist for startDate = 1361336400, endDate = 1372046400\n",
      "- SPCH: Data doesn't exist for startDate = 1396152000, endDate = 1406865600\n",
      "- SPCN: No data found for this date range, symbol may be delisted\n",
      "- SPCN: No data found for this date range, symbol may be delisted\n",
      "- SPEX: No data found, symbol may be delisted\n",
      "- SPEX: No data found, symbol may be delisted\n",
      "- SPEX: No data found, symbol may be delisted\n",
      "- SPEX: No data found, symbol may be delisted\n",
      "- SPF: No data found for this date range, symbol may be delisted\n",
      "- SPF: No data found for this date range, symbol may be delisted\n",
      "- SPF: No data found for this date range, symbol may be delisted\n",
      "- SPF: No data found for this date range, symbol may be delisted\n",
      "- SPLS: No data found for this date range, symbol may be delisted\n",
      "- SPLS: No data found for this date range, symbol may be delisted\n",
      "- SPLS: No data found for this date range, symbol may be delisted\n",
      "- SPLS: No data found for this date range, symbol may be delisted\n",
      "- SPMD: Data doesn't exist for startDate = 1355806800, endDate = 1366516800\n",
      "- SPN: Data doesn't exist for startDate = 1353992400, endDate = 1364702400\n",
      "- SPN: Data doesn't exist for startDate = 1385442000, endDate = 1396152000\n",
      "- SPN: Data doesn't exist for startDate = 1416891600, endDate = 1427601600\n",
      "- SPN: Data doesn't exist for startDate = 1448341200, endDate = 1459051200\n",
      "- SPNC: No data found for this date range, symbol may be delisted\n",
      "- SPNC: No data found for this date range, symbol may be delisted\n",
      "- SPNC: No data found for this date range, symbol may be delisted\n",
      "- SPNC: No data found for this date range, symbol may be delisted\n",
      "- SPNHU: No data found, symbol may be delisted\n",
      "- SPNHU: No data found, symbol may be delisted\n",
      "- SPNHU: No data found, symbol may be delisted\n",
      "- SPNHU: No data found, symbol may be delisted\n",
      "- SPPR: No data found for this date range, symbol may be delisted\n",
      "- SPPR: No data found for this date range, symbol may be delisted\n",
      "- SPPR: No data found for this date range, symbol may be delisted\n",
      "- SPPR: No data found for this date range, symbol may be delisted\n",
      "- SPU: No data found for this date range, symbol may be delisted\n",
      "- SPU: No data found for this date range, symbol may be delisted\n",
      "- SPU: No data found for this date range, symbol may be delisted\n",
      "- SPU: No data found for this date range, symbol may be delisted\n",
      "- SPW: No data found for this date range, symbol may be delisted\n",
      "- SPW: No data found for this date range, symbol may be delisted\n",
      "- SPW: No data found for this date range, symbol may be delisted\n",
      "- SPW: No data found for this date range, symbol may be delisted\n",
      "- SPZA: No data found, symbol may be delisted\n",
      "- SPZA: No data found, symbol may be delisted\n",
      "- SPZR: No data found for this date range, symbol may be delisted\n",
      "- SPZR: No data found for this date range, symbol may be delisted\n",
      "- SPZR: No data found for this date range, symbol may be delisted\n",
      "- SQBK: No data found, symbol may be delisted\n",
      "- SQI: No data found for this date range, symbol may be delisted\n",
      "- SQI: No data found for this date range, symbol may be delisted\n",
      "- SQI: No data found for this date range, symbol may be delisted\n",
      "- SQI: No data found for this date range, symbol may be delisted\n",
      "- SQNM: No data found for this date range, symbol may be delisted\n",
      "- SQNM: No data found for this date range, symbol may be delisted\n",
      "- SQNM: No data found for this date range, symbol may be delisted\n",
      "- SQNM: No data found for this date range, symbol may be delisted\n",
      "- SRBR: No data found, symbol may be delisted\n",
      "- SRBR: No data found, symbol may be delisted\n",
      "- SRBR: No data found, symbol may be delisted\n",
      "- SRGG: No data found, symbol may be delisted\n",
      "- SRGG: No data found, symbol may be delisted\n",
      "- SRGG: No data found, symbol may be delisted\n",
      "5500 11740 2292\n",
      "- SRMC: No data found, symbol may be delisted\n",
      "- SRMC: No data found, symbol may be delisted\n",
      "- SRMC: No data found, symbol may be delisted\n",
      "- SRMC: No data found, symbol may be delisted\n",
      "- SRNA: Data doesn't exist for startDate = 1356498000, endDate = 1367208000\n",
      "- SRNA: Data doesn't exist for startDate = 1358053200, endDate = 1368763200\n",
      "- SRRY: No data found for this date range, symbol may be delisted\n",
      "- SRRY: No data found for this date range, symbol may be delisted\n",
      "- SRRY: No data found for this date range, symbol may be delisted\n",
      "- SRRY: No data found for this date range, symbol may be delisted\n",
      "- SRRY: No data found for this date range, symbol may be delisted\n",
      "- SRVS: No data found, symbol may be delisted\n",
      "- SRVS: No data found, symbol may be delisted\n",
      "- SRVS: No data found, symbol may be delisted\n",
      "- SSCR: Data doesn't exist for startDate = 1354942800, endDate = 1365652800\n",
      "- SSCR: Data doesn't exist for startDate = 1389502800, endDate = 1400212800\n",
      "- SSCR: Data doesn't exist for startDate = 1420606800, endDate = 1431316800\n",
      "- SSE: No data found for this date range, symbol may be delisted\n",
      "- SSFN: No data found, symbol may be delisted\n",
      "- SSFN: No data found, symbol may be delisted\n",
      "- SSFN: No data found, symbol may be delisted\n",
      "- SSFN: No data found, symbol may be delisted\n",
      "- SSH: No data found for this date range, symbol may be delisted\n",
      "- SSH: No data found for this date range, symbol may be delisted\n",
      "- SSH: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- SSH: No data found for this date range, symbol may be delisted\n",
      "- SSIE: No data found for this date range, symbol may be delisted\n",
      "- SSIE: No data found for this date range, symbol may be delisted\n",
      "- SSIE: No data found for this date range, symbol may be delisted\n",
      "- SSN: No data found for this date range, symbol may be delisted\n",
      "- SSN: No data found for this date range, symbol may be delisted\n",
      "- SSN: No data found for this date range, symbol may be delisted\n",
      "- SSN: No data found for this date range, symbol may be delisted\n",
      "- SSNI: No data found for this date range, symbol may be delisted\n",
      "- SSNI: No data found for this date range, symbol may be delisted\n",
      "- SSNI: No data found for this date range, symbol may be delisted\n",
      "- SSNS: No data found for this date range, symbol may be delisted\n",
      "- SSNS: No data found for this date range, symbol may be delisted\n",
      "- SSNS: No data found for this date range, symbol may be delisted\n",
      "- SSNS: No data found for this date range, symbol may be delisted\n",
      "- SSRG: No data found for this date range, symbol may be delisted\n",
      "- SSRG: No data found for this date range, symbol may be delisted\n",
      "- SSS: No data found for this date range, symbol may be delisted\n",
      "- SSS: No data found for this date range, symbol may be delisted\n",
      "- SSS: No data found for this date range, symbol may be delisted\n",
      "- SSS: No data found for this date range, symbol may be delisted\n",
      "- SSVM: No data found for this date range, symbol may be delisted\n",
      "- SSVM: No data found for this date range, symbol may be delisted\n",
      "- SSVM: No data found for this date range, symbol may be delisted\n",
      "- SSWC: No data found, symbol may be delisted\n",
      "- SSWC: No data found, symbol may be delisted\n",
      "- STBR: No data found for this date range, symbol may be delisted\n",
      "- STBR: No data found for this date range, symbol may be delisted\n",
      "- STBR: No data found for this date range, symbol may be delisted\n",
      "- STBR: No data found for this date range, symbol may be delisted\n",
      "- STCK: No data found for this date range, symbol may be delisted\n",
      "- STCK: No data found for this date range, symbol may be delisted\n",
      "- STCK: No data found for this date range, symbol may be delisted\n",
      "- STDR: No data found for this date range, symbol may be delisted\n",
      "- STDR: No data found for this date range, symbol may be delisted\n",
      "- STDR: No data found for this date range, symbol may be delisted\n",
      "- STEC: No data found for this date range, symbol may be delisted\n",
      "- STEM: No data found for this date range, symbol may be delisted\n",
      "- STEM: No data found for this date range, symbol may be delisted\n",
      "- STEM: No data found for this date range, symbol may be delisted\n",
      "- STEM: No data found for this date range, symbol may be delisted\n",
      "- STJ: No data found for this date range, symbol may be delisted\n",
      "- STJ: No data found for this date range, symbol may be delisted\n",
      "- STJ: No data found for this date range, symbol may be delisted\n",
      "- STJ: No data found for this date range, symbol may be delisted\n",
      "- STKS: Data doesn't exist for startDate = 1356498000, endDate = 1367208000\n",
      "- STKS: Data doesn't exist for startDate = 1388293200, endDate = 1399003200\n",
      "- STNR: No data found for this date range, symbol may be delisted\n",
      "- STNR: No data found for this date range, symbol may be delisted\n",
      "- STNR: No data found for this date range, symbol may be delisted\n",
      "- STPR: No data found, symbol may be delisted\n",
      "- STPR: No data found, symbol may be delisted\n",
      "- STPR: No data found, symbol may be delisted\n",
      "- STRN: Data doesn't exist for startDate = 1356498000, endDate = 1367208000\n",
      "- STRN: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- STRN: Data doesn't exist for startDate = 1419742800, endDate = 1430452800\n",
      "- STRZA: No data found for this date range, symbol may be delisted\n",
      "- STRZA: No data found for this date range, symbol may be delisted\n",
      "- STRZA: No data found for this date range, symbol may be delisted\n",
      "- STRZA: No data found for this date range, symbol may be delisted\n",
      "- STSA: Data doesn't exist for startDate = 1353906000, endDate = 1364616000\n",
      "- STSA: Data doesn't exist for startDate = 1385355600, endDate = 1396065600\n",
      "- STSI: No data found for this date range, symbol may be delisted\n",
      "- STSI: No data found for this date range, symbol may be delisted\n",
      "- STSI: No data found for this date range, symbol may be delisted\n",
      "- STSI: No data found for this date range, symbol may be delisted\n",
      "- STVI: No data found for this date range, symbol may be delisted\n",
      "- STVI: No data found for this date range, symbol may be delisted\n",
      "- STVI: No data found for this date range, symbol may be delisted\n",
      "- STVI: No data found for this date range, symbol may be delisted\n",
      "- STVS: No data found for this date range, symbol may be delisted\n",
      "- STVS: No data found for this date range, symbol may be delisted\n",
      "- STVS: No data found for this date range, symbol may be delisted\n",
      "- STVS: No data found for this date range, symbol may be delisted\n",
      "- STWA: No data found, symbol may be delisted\n",
      "- STWA: No data found, symbol may be delisted\n",
      "- STWA: No data found, symbol may be delisted\n",
      "- STWA: No data found, symbol may be delisted\n",
      "- STWS: No data found for this date range, symbol may be delisted\n",
      "- STWS: No data found for this date range, symbol may be delisted\n",
      "- STWS: No data found for this date range, symbol may be delisted\n",
      "- SUBK: No data found for this date range, symbol may be delisted\n",
      "- SUBK: No data found for this date range, symbol may be delisted\n",
      "- SUBK: No data found for this date range, symbol may be delisted\n",
      "- SUBK: No data found for this date range, symbol may be delisted\n",
      "- SUG: Data doesn't exist for startDate = 1354078800, endDate = 1364788800\n",
      "- SUGO: No data found for this date range, symbol may be delisted\n",
      "- SUGO: No data found for this date range, symbol may be delisted\n",
      "- SUGO: No data found for this date range, symbol may be delisted\n",
      "- SUIP: No data found for this date range, symbol may be delisted\n",
      "- SUIP: No data found for this date range, symbol may be delisted\n",
      "- SUIP: No data found for this date range, symbol may be delisted\n",
      "- SUNO: No data found, symbol may be delisted\n",
      "- SUNO: No data found, symbol may be delisted\n",
      "- SUNO: No data found, symbol may be delisted\n",
      "- SUNO: No data found, symbol may be delisted\n",
      "- SUPG: No data found for this date range, symbol may be delisted\n",
      "- SURG: Data doesn't exist for startDate = 1372564800, endDate = 1383278400\n",
      "- SURG: Data doesn't exist for startDate = 1405224000, endDate = 1415941200\n",
      "- SURG: Data doesn't exist for startDate = 1436760000, endDate = 1447477200\n",
      "- SURP: No data found, symbol may be delisted\n",
      "- SURP: No data found, symbol may be delisted\n",
      "- SURP: No data found, symbol may be delisted\n",
      "- SURP: No data found, symbol may be delisted\n",
      "- SUSP: No data found for this date range, symbol may be delisted\n",
      "- SUSP: No data found for this date range, symbol may be delisted\n",
      "- SUSP: No data found for this date range, symbol may be delisted\n",
      "- SUSP: No data found for this date range, symbol may be delisted\n",
      "- SUSQ: No data found for this date range, symbol may be delisted\n",
      "- SUSQ: No data found for this date range, symbol may be delisted\n",
      "- SUSQ: No data found for this date range, symbol may be delisted\n",
      "- SUSS: No data found for this date range, symbol may be delisted\n",
      "- SUSS: No data found for this date range, symbol may be delisted\n",
      "- SVBR: No data found, symbol may be delisted\n",
      "- SVBR: No data found, symbol may be delisted\n",
      "- SVBR: No data found, symbol may be delisted\n",
      "- SVBR: No data found, symbol may be delisted\n",
      "- SVFC: No data found for this date range, symbol may be delisted\n",
      "- SVFC: No data found for this date range, symbol may be delisted\n",
      "- SVGI: No data found for this date range, symbol may be delisted\n",
      "- SVGI: No data found for this date range, symbol may be delisted\n",
      "- SVGI: No data found for this date range, symbol may be delisted\n",
      "- SVLT: Data doesn't exist for startDate = 1351483200, endDate = 1362200400\n",
      "- SVM: Data doesn't exist for startDate = 1354338000, endDate = 1365048000\n",
      "- SVM: Data doesn't exist for startDate = 1385960400, endDate = 1396670400\n",
      "- SVM: Data doesn't exist for startDate = 1417237200, endDate = 1427947200\n",
      "- SVNT: No data found for this date range, symbol may be delisted\n",
      "- SVR: Data doesn't exist for startDate = 1354510800, endDate = 1365220800\n",
      "- SVR: Data doesn't exist for startDate = 1387688400, endDate = 1398398400\n",
      "- SVR: Data doesn't exist for startDate = 1418014800, endDate = 1428724800\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- SWAY: No data found, symbol may be delisted\n",
      "- SWAY: No data found, symbol may be delisted\n",
      "- SWAY: No data found, symbol may be delisted\n",
      "- SWCAU: No data found, symbol may be delisted\n",
      "- SWDE: No data found, symbol may be delisted\n",
      "- SWDE: No data found, symbol may be delisted\n",
      "- SWDE: No data found, symbol may be delisted\n",
      "- SWDE: No data found, symbol may be delisted\n",
      "- SWDZ: No data found, symbol may be delisted\n",
      "- SWFT: No data found for this date range, symbol may be delisted\n",
      "- SWFT: No data found for this date range, symbol may be delisted\n",
      "- SWFT: No data found for this date range, symbol may be delisted\n",
      "- SWFT: No data found for this date range, symbol may be delisted\n",
      "- SWGP: No data found, symbol may be delisted\n",
      "- SWGP: No data found, symbol may be delisted\n",
      "- SWHC: No data found for this date range, symbol may be delisted\n",
      "- SWHC: No data found for this date range, symbol may be delisted\n",
      "- SWHC: No data found for this date range, symbol may be delisted\n",
      "- SWHC: No data found for this date range, symbol may be delisted\n",
      "- SWI: Data doesn't exist for startDate = 1353214800, endDate = 1363924800\n",
      "- SWI: Data doesn't exist for startDate = 1384318800, endDate = 1395028800\n",
      "- SWI: Data doesn't exist for startDate = 1416632400, endDate = 1427342400\n",
      "- SWS: No data found for this date range, symbol may be delisted\n",
      "- SWS: No data found for this date range, symbol may be delisted\n",
      "- SWTR: No data found, symbol may be delisted\n",
      "- SWTR: No data found, symbol may be delisted\n",
      "- SWTR: No data found, symbol may be delisted\n",
      "- SWVI: No data found, symbol may be delisted\n",
      "- SWVI: No data found, symbol may be delisted\n",
      "- SWY: No data found for this date range, symbol may be delisted\n",
      "- SWY: No data found for this date range, symbol may be delisted\n",
      "- SWY: No data found for this date range, symbol may be delisted\n",
      "- SXCI: No data found for this date range, symbol may be delisted\n",
      "- SXCI: No data found for this date range, symbol may be delisted\n",
      "- SXCI: No data found for this date range, symbol may be delisted\n",
      "- SXCP: No data found, symbol may be delisted\n",
      "- SXCP: No data found, symbol may be delisted\n",
      "- SXCP: No data found, symbol may be delisted\n",
      "- SXCP: No data found, symbol may be delisted\n",
      "- SXE: No data found, symbol may be delisted\n",
      "- SXE: No data found, symbol may be delisted\n",
      "- SXE: No data found, symbol may be delisted\n",
      "- SXE: No data found, symbol may be delisted\n",
      "- SXL: No data found for this date range, symbol may be delisted\n",
      "- SXL: No data found for this date range, symbol may be delisted\n",
      "- SXL: No data found for this date range, symbol may be delisted\n",
      "- SXL: No data found for this date range, symbol may be delisted\n",
      "- SYA: No data found for this date range, symbol may be delisted\n",
      "- SYA: No data found for this date range, symbol may be delisted\n",
      "- SYA: No data found for this date range, symbol may be delisted\n",
      "- SYMC: No data found, symbol may be delisted\n",
      "- SYMC: No data found, symbol may be delisted\n",
      "- SYMC: No data found, symbol may be delisted\n",
      "- SYMC: No data found, symbol may be delisted\n",
      "- SYMX: No data found for this date range, symbol may be delisted\n",
      "- SYMX: No data found for this date range, symbol may be delisted\n",
      "- SYMX: No data found for this date range, symbol may be delisted\n",
      "- SYMX: No data found for this date range, symbol may be delisted\n",
      "- SYNM: No data found for this date range, symbol may be delisted\n",
      "- SYNM: No data found for this date range, symbol may be delisted\n",
      "- SYNW: No data found for this date range, symbol may be delisted\n",
      "- SYNW: No data found for this date range, symbol may be delisted\n",
      "- SYRG: No data found for this date range, symbol may be delisted\n",
      "- SYRG: No data found for this date range, symbol may be delisted\n",
      "- SYRG: No data found for this date range, symbol may be delisted\n",
      "- SYRX: No data found for this date range, symbol may be delisted\n",
      "- SYRX: No data found for this date range, symbol may be delisted\n",
      "- SYXI: No data found for this date range, symbol may be delisted\n",
      "- SYXI: No data found for this date range, symbol may be delisted\n",
      "- SYXI: No data found for this date range, symbol may be delisted\n",
      "- SYXI: No data found for this date range, symbol may be delisted\n",
      "- SYYC: Data doesn't exist for startDate = 1350100800, endDate = 1360818000\n",
      "- SYYC: Data doesn't exist for startDate = 1416114000, endDate = 1426824000\n",
      "- SYYC: Data doesn't exist for startDate = 1416114000, endDate = 1426824000\n",
      "- SYYC: Data doesn't exist for startDate = 1449637200, endDate = 1460347200\n",
      "- SZMK: No data found for this date range, symbol may be delisted\n",
      "- SZMK: No data found for this date range, symbol may be delisted\n",
      "- SZMK: No data found for this date range, symbol may be delisted\n",
      "- SZYM: No data found for this date range, symbol may be delisted\n",
      "- SZYM: No data found for this date range, symbol may be delisted\n",
      "- SZYM: No data found for this date range, symbol may be delisted\n",
      "- SZYM: No data found for this date range, symbol may be delisted\n",
      "- TAEI: No data found, symbol may be delisted\n",
      "- TAEI: No data found, symbol may be delisted\n",
      "- TAEI: No data found, symbol may be delisted\n",
      "- TAEI: No data found, symbol may be delisted\n",
      "- TAGG: No data found, symbol may be delisted\n",
      "- TAGG: No data found, symbol may be delisted\n",
      "- TALK: No data found, symbol may be delisted\n",
      "- TALK: No data found, symbol may be delisted\n",
      "- TALK: No data found, symbol may be delisted\n",
      "- TAM: Data doesn't exist for startDate = 1354510800, endDate = 1365220800\n",
      "- TAM: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "- TAMO: No data found, symbol may be delisted\n",
      "- TAMO: No data found, symbol may be delisted\n",
      "- TARM: No data found for this date range, symbol may be delisted\n",
      "- TARM: No data found for this date range, symbol may be delisted\n",
      "- TARM: No data found for this date range, symbol may be delisted\n",
      "- TASR: No data found for this date range, symbol may be delisted\n",
      "- TASR: No data found for this date range, symbol may be delisted\n",
      "- TASR: No data found for this date range, symbol may be delisted\n",
      "- TASR: No data found for this date range, symbol may be delisted\n",
      "- TAX: No data found for this date range, symbol may be delisted\n",
      "- TAX: No data found for this date range, symbol may be delisted\n",
      "- TAX: No data found for this date range, symbol may be delisted\n",
      "- TAX: No data found for this date range, symbol may be delisted\n",
      "- TAXI: No data found for this date range, symbol may be delisted\n",
      "- TAXI: No data found for this date range, symbol may be delisted\n",
      "- TAXI: No data found for this date range, symbol may be delisted\n",
      "- TAXI: No data found for this date range, symbol may be delisted\n",
      "- TAYC: No data found for this date range, symbol may be delisted\n",
      "- TAYC: No data found for this date range, symbol may be delisted\n",
      "- TBAC: No data found for this date range, symbol may be delisted\n",
      "- TBD: Data doesn't exist for startDate = 1364356800, endDate = 1375070400\n",
      "- TBD: Data doesn't exist for startDate = 1374033600, endDate = 1384750800\n",
      "- TBD: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- TBD: Data doesn't exist for startDate = 1384750800, endDate = 1395460800\n",
      "- TBD: Data doesn't exist for startDate = 1384750800, endDate = 1395460800\n",
      "- TBD: Data doesn't exist for startDate = 1399435200, endDate = 1410148800\n",
      "- TBD: Data doesn't exist for startDate = 1399435200, endDate = 1410148800\n",
      "- TBD: Data doesn't exist for startDate = 1397016000, endDate = 1407729600\n",
      "- TBIO: Data doesn't exist for startDate = 1355202000, endDate = 1365912000\n",
      "- TBIO: Data doesn't exist for startDate = 1387861200, endDate = 1398571200\n",
      "- TBIO: Data doesn't exist for startDate = 1421038800, endDate = 1431748800\n",
      "- TBIO: Data doesn't exist for startDate = 1452574800, endDate = 1463284800\n",
      "- TBLC: No data found for this date range, symbol may be delisted\n",
      "- TBLC: No data found for this date range, symbol may be delisted\n",
      "- TBLC: No data found for this date range, symbol may be delisted\n",
      "- TBLC: No data found for this date range, symbol may be delisted\n",
      "- TBOW: No data found, symbol may be delisted\n",
      "- TBOW: No data found, symbol may be delisted\n",
      "- TC: Data doesn't exist for startDate = 1353733200, endDate = 1364443200\n",
      "- TC: Data doesn't exist for startDate = 1384923600, endDate = 1395633600\n",
      "- TC: Data doesn't exist for startDate = 1416373200, endDate = 1427083200\n",
      "- TC: Data doesn't exist for startDate = 1448254800, endDate = 1458964800\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- TCB: Data doesn't exist for startDate = 1353474000, endDate = 1364184000\n",
      "- TCB: Data doesn't exist for startDate = 1385269200, endDate = 1395979200\n",
      "- TCB: Data doesn't exist for startDate = 1416632400, endDate = 1427342400\n",
      "- TCB: Data doesn't exist for startDate = 1448686800, endDate = 1459396800\n",
      "- TCNH: No data found for this date range, symbol may be delisted\n",
      "- TCNH: No data found for this date range, symbol may be delisted\n",
      "- TCPI: No data found for this date range, symbol may be delisted\n",
      "- TCSR: No data found, symbol may be delisted\n",
      "- TCSR: No data found, symbol may be delisted\n",
      "- TCXB: No data found for this date range, symbol may be delisted\n",
      "- TCXB: No data found for this date range, symbol may be delisted\n",
      "- TCXB: No data found for this date range, symbol may be delisted\n",
      "- TDBK: No data found for this date range, symbol may be delisted\n",
      "- TDBK: No data found for this date range, symbol may be delisted\n",
      "- TDBK: No data found for this date range, symbol may be delisted\n",
      "- TDBK: No data found for this date range, symbol may be delisted\n",
      "- TDCP: No data found for this date range, symbol may be delisted\n",
      "- TDCP: No data found for this date range, symbol may be delisted\n",
      "- TDCP: No data found for this date range, symbol may be delisted\n",
      "- TDCP: No data found for this date range, symbol may be delisted\n",
      "- TE: No data found for this date range, symbol may be delisted\n",
      "- TE: No data found for this date range, symbol may be delisted\n",
      "- TE: No data found for this date range, symbol may be delisted\n",
      "- TE: No data found for this date range, symbol may be delisted\n",
      "- TE: No data found for this date range, symbol may be delisted\n",
      "- TE: No data found for this date range, symbol may be delisted\n",
      "- TE: No data found for this date range, symbol may be delisted\n",
      "- TECUA: No data found for this date range, symbol may be delisted\n",
      "- TECUA: No data found for this date range, symbol may be delisted\n",
      "- TECUA: No data found for this date range, symbol may be delisted\n",
      "- TEEE: No data found for this date range, symbol may be delisted\n",
      "- TEEE: No data found for this date range, symbol may be delisted\n",
      "- TEEE: No data found for this date range, symbol may be delisted\n",
      "- TEEX: No data found, symbol may be delisted\n",
      "- TEG: Data doesn't exist for startDate = 1354078800, endDate = 1364788800\n",
      "- TEG: Data doesn't exist for startDate = 1385442000, endDate = 1396152000\n",
      "- TEG: Data doesn't exist for startDate = 1417237200, endDate = 1427947200\n",
      "- TEGN: Data doesn't exist for startDate = 1356411600, endDate = 1367121600\n",
      "- TEGN: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- TELK: No data found for this date range, symbol may be delisted\n",
      "- TELK: No data found for this date range, symbol may be delisted\n",
      "- TELK: No data found for this date range, symbol may be delisted\n",
      "- TELK: No data found for this date range, symbol may be delisted\n",
      "5750 12275 2400\n",
      "- TELOZ: No data found for this date range, symbol may be delisted\n",
      "- TELOZ: No data found for this date range, symbol may be delisted\n",
      "- TELOZ: No data found for this date range, symbol may be delisted\n",
      "- TELOZ: No data found for this date range, symbol may be delisted\n",
      "- TESO: No data found for this date range, symbol may be delisted\n",
      "- TESO: No data found for this date range, symbol may be delisted\n",
      "- TESO: No data found for this date range, symbol may be delisted\n",
      "- TESO: No data found for this date range, symbol may be delisted\n",
      "- TFER: No data found for this date range, symbol may be delisted\n",
      "- TFER: No data found for this date range, symbol may be delisted\n",
      "- TFER: No data found for this date range, symbol may be delisted\n",
      "- TFER: No data found for this date range, symbol may be delisted\n",
      "- TFHD: No data found for this date range, symbol may be delisted\n",
      "- TFHD: No data found for this date range, symbol may be delisted\n",
      "- TFHD: No data found for this date range, symbol may be delisted\n",
      "- TFM: No data found for this date range, symbol may be delisted\n",
      "- TFM: No data found for this date range, symbol may be delisted\n",
      "- TFM: No data found for this date range, symbol may be delisted\n",
      "- TFM: No data found for this date range, symbol may be delisted\n",
      "- TFSCU: No data found, symbol may be delisted\n",
      "- TFSCU: No data found, symbol may be delisted\n",
      "- TGE: Data doesn't exist for startDate = 1355288400, endDate = 1365998400\n",
      "- TGE: Data doesn't exist for startDate = 1386997200, endDate = 1397707200\n",
      "- TGE: Data doesn't exist for startDate = 1418446800, endDate = 1429156800\n",
      "- TGEN: Data doesn't exist for startDate = 1356325200, endDate = 1367035200\n",
      "- TGEN: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- TGEN: Data doesn't exist for startDate = 1389502800, endDate = 1400212800\n",
      "- TGFIN: No data found, symbol may be delisted\n",
      "- TGFIN: No data found, symbol may be delisted\n",
      "- TGWC: No data found for this date range, symbol may be delisted\n",
      "- TGWC: No data found for this date range, symbol may be delisted\n",
      "- TGWC: No data found for this date range, symbol may be delisted\n",
      "- TGWC: No data found for this date range, symbol may be delisted\n",
      "- TGWC: No data found for this date range, symbol may be delisted\n",
      "- THI: Data doesn't exist for startDate = 1353387600, endDate = 1364097600\n",
      "- THI: Data doesn't exist for startDate = 1385269200, endDate = 1395979200\n",
      "- THK: No data found for this date range, symbol may be delisted\n",
      "- THLD: No data found for this date range, symbol may be delisted\n",
      "- THLD: No data found for this date range, symbol may be delisted\n",
      "- THLD: No data found for this date range, symbol may be delisted\n",
      "- THLD: No data found for this date range, symbol may be delisted\n",
      "- THMD: No data found for this date range, symbol may be delisted\n",
      "- THMD: No data found for this date range, symbol may be delisted\n",
      "- THOR: Data doesn't exist for startDate = 1353301200, endDate = 1364011200\n",
      "- THOR: Data doesn't exist for startDate = 1384664400, endDate = 1395374400\n",
      "- THOR: Data doesn't exist for startDate = 1416286800, endDate = 1426996800\n",
      "- THRD: No data found for this date range, symbol may be delisted\n",
      "- THRD: No data found for this date range, symbol may be delisted\n",
      "- THRX: No data found for this date range, symbol may be delisted\n",
      "- THRX: No data found for this date range, symbol may be delisted\n",
      "- THRX: No data found for this date range, symbol may be delisted\n",
      "- THRX: No data found for this date range, symbol may be delisted\n",
      "- TIBX: No data found for this date range, symbol may be delisted\n",
      "- TIBX: No data found for this date range, symbol may be delisted\n",
      "- TICC: No data found for this date range, symbol may be delisted\n",
      "- TICC: No data found for this date range, symbol may be delisted\n",
      "- TICC: No data found for this date range, symbol may be delisted\n",
      "- TICC: No data found for this date range, symbol may be delisted\n",
      "- TIGR: Data doesn't exist for startDate = 1365480000, endDate = 1376193600\n",
      "- TIGR: Data doesn't exist for startDate = 1395806400, endDate = 1406520000\n",
      "- TIGR: Data doesn't exist for startDate = 1426564800, endDate = 1437278400\n",
      "- TIK: No data found, symbol may be delisted\n",
      "- TIK: No data found, symbol may be delisted\n",
      "- TIK: No data found, symbol may be delisted\n",
      "- TIK: No data found, symbol may be delisted\n",
      "- TIME: No data found for this date range, symbol may be delisted\n",
      "- TIME: No data found for this date range, symbol may be delisted\n",
      "- TINY: No data found for this date range, symbol may be delisted\n",
      "- TINY: No data found for this date range, symbol may be delisted\n",
      "- TINY: No data found for this date range, symbol may be delisted\n",
      "- TINY: No data found for this date range, symbol may be delisted\n",
      "- TIS: No data found, symbol may be delisted\n",
      "- TIS: No data found, symbol may be delisted\n",
      "- TIS: No data found, symbol may be delisted\n",
      "- TIS: No data found, symbol may be delisted\n",
      "- TKAI: No data found for this date range, symbol may be delisted\n",
      "- TKAI: No data found for this date range, symbol may be delisted\n",
      "- TKMR: No data found for this date range, symbol may be delisted\n",
      "- TLLP: No data found for this date range, symbol may be delisted\n",
      "- TLLP: No data found for this date range, symbol may be delisted\n",
      "- TLLP: No data found for this date range, symbol may be delisted\n",
      "- TLLP: No data found for this date range, symbol may be delisted\n",
      "- TLMR: No data found for this date range, symbol may be delisted\n",
      "- TLMR: No data found for this date range, symbol may be delisted\n",
      "- TLMR: No data found for this date range, symbol may be delisted\n",
      "- TLN: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- TLP: No data found, symbol may be delisted\n",
      "- TLP: No data found, symbol may be delisted\n",
      "- TLP: No data found, symbol may be delisted\n",
      "- TLP: No data found, symbol may be delisted\n",
      "- TLWS: No data found, symbol may be delisted\n",
      "- TLWS: No data found, symbol may be delisted\n",
      "- TLWS: No data found, symbol may be delisted\n",
      "- TLWS: No data found, symbol may be delisted\n",
      "- TMGG: No data found, symbol may be delisted\n",
      "- TMGG: No data found, symbol may be delisted\n",
      "- TMH: No data found for this date range, symbol may be delisted\n",
      "- TMH: No data found for this date range, symbol may be delisted\n",
      "- TMH: No data found for this date range, symbol may be delisted\n",
      "- TMH: No data found for this date range, symbol may be delisted\n",
      "- TMK: No data found, symbol may be delisted\n",
      "- TMK: No data found, symbol may be delisted\n",
      "- TMK: No data found, symbol may be delisted\n",
      "- TMK: No data found, symbol may be delisted\n",
      "- TMMME: No data found, symbol may be delisted\n",
      "- TMNG: No data found for this date range, symbol may be delisted\n",
      "- TMNG: No data found for this date range, symbol may be delisted\n",
      "- TMNG: No data found for this date range, symbol may be delisted\n",
      "- TMNG: No data found for this date range, symbol may be delisted\n",
      "- TNGN: No data found for this date range, symbol may be delisted\n",
      "- TNGN: No data found for this date range, symbol may be delisted\n",
      "- TNGO: No data found for this date range, symbol may be delisted\n",
      "- TNGO: No data found for this date range, symbol may be delisted\n",
      "- TNGO: No data found for this date range, symbol may be delisted\n",
      "- TNSX: No data found for this date range, symbol may be delisted\n",
      "- TNSX: No data found for this date range, symbol may be delisted\n",
      "- TNTD: No data found, symbol may be delisted\n",
      "- TNTD: No data found, symbol may be delisted\n",
      "- TNTD: No data found, symbol may be delisted\n",
      "- TNTD: No data found, symbol may be delisted\n",
      "- TNUS: No data found for this date range, symbol may be delisted\n",
      "- TNUS: No data found for this date range, symbol may be delisted\n",
      "- TNUS: No data found for this date range, symbol may be delisted\n",
      "- TNUS: No data found for this date range, symbol may be delisted\n",
      "- TOF: No data found for this date range, symbol may be delisted\n",
      "- TOF: No data found for this date range, symbol may be delisted\n",
      "- TOF: No data found for this date range, symbol may be delisted\n",
      "- TOF: No data found for this date range, symbol may be delisted\n",
      "- TOPG: No data found for this date range, symbol may be delisted\n",
      "- TOPG: No data found for this date range, symbol may be delisted\n",
      "- TOPG: No data found for this date range, symbol may be delisted\n",
      "- TOPG: No data found for this date range, symbol may be delisted\n",
      "- TORA: No data found, symbol may be delisted\n",
      "- TORA: No data found, symbol may be delisted\n",
      "- TORA: No data found, symbol may be delisted\n",
      "- TORO: No data found, symbol may be delisted\n",
      "- TORO: No data found, symbol may be delisted\n",
      "- TORO: No data found, symbol may be delisted\n",
      "- TORO: No data found, symbol may be delisted\n",
      "- TORO: No data found, symbol may be delisted\n",
      "- TORO: No data found, symbol may be delisted\n",
      "- TORO: No data found, symbol may be delisted\n",
      "- TORO: No data found, symbol may be delisted\n",
      "- TOVC: No data found for this date range, symbol may be delisted\n",
      "- TOVC: No data found for this date range, symbol may be delisted\n",
      "- TOVC: No data found for this date range, symbol may be delisted\n",
      "- TOVC: No data found for this date range, symbol may be delisted\n",
      "- TOWR: No data found, symbol may be delisted\n",
      "- TOWR: No data found, symbol may be delisted\n",
      "- TOWR: No data found, symbol may be delisted\n",
      "- TOWR: No data found, symbol may be delisted\n",
      "- TOY: Data doesn't exist for startDate = 1356498000, endDate = 1367208000\n",
      "- TOY: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- TPET: No data found, symbol may be delisted\n",
      "- TPET: No data found, symbol may be delisted\n",
      "- TPET: No data found, symbol may be delisted\n",
      "- TPET: No data found, symbol may be delisted\n",
      "- TPI: No data found for this date range, symbol may be delisted\n",
      "- TPI: No data found for this date range, symbol may be delisted\n",
      "- TPIV: No data found for this date range, symbol may be delisted\n",
      "- TPIV: No data found for this date range, symbol may be delisted\n",
      "- TPIV: No data found for this date range, symbol may be delisted\n",
      "- TPIV: No data found for this date range, symbol may be delisted\n",
      "- TPLM: No data found, symbol may be delisted\n",
      "- TPLM: No data found, symbol may be delisted\n",
      "- TPLM: No data found, symbol may be delisted\n",
      "- TPLM: No data found, symbol may be delisted\n",
      "- TPND: No data found, symbol may be delisted\n",
      "- TPND: No data found, symbol may be delisted\n",
      "- TPND: No data found, symbol may be delisted\n",
      "- TPND: No data found, symbol may be delisted\n",
      "- TPNL: No data found, symbol may be delisted\n",
      "- TPNL: No data found, symbol may be delisted\n",
      "- TPNL: No data found, symbol may be delisted\n",
      "- TPNL: No data found, symbol may be delisted\n",
      "- TPOI: No data found, symbol may be delisted\n",
      "- TPOI: No data found, symbol may be delisted\n",
      "- TPOI: No data found, symbol may be delisted\n",
      "- TPOI: No data found, symbol may be delisted\n",
      "- TQNT: No data found for this date range, symbol may be delisted\n",
      "- TQNT: No data found for this date range, symbol may be delisted\n",
      "- TRAK: No data found for this date range, symbol may be delisted\n",
      "- TRAK: No data found for this date range, symbol may be delisted\n",
      "- TRAK: No data found for this date range, symbol may be delisted\n",
      "- TRCB: No data found, symbol may be delisted\n",
      "- TRCB: No data found, symbol may be delisted\n",
      "- TRCB: No data found, symbol may be delisted\n",
      "- TRCB: No data found, symbol may be delisted\n",
      "- TREN: Data doesn't exist for startDate = 1458360000, endDate = 1469073600\n",
      "- TRER: No data found, symbol may be delisted\n",
      "- TRER: No data found, symbol may be delisted\n",
      "- TRER: No data found, symbol may be delisted\n",
      "- TRER: No data found, symbol may be delisted\n",
      "- TRGT: No data found for this date range, symbol may be delisted\n",
      "- TRGT: No data found for this date range, symbol may be delisted\n",
      "- TRGT: No data found for this date range, symbol may be delisted\n",
      "- TRGT: No data found for this date range, symbol may be delisted\n",
      "- TRK: No data found, symbol may be delisted\n",
      "- TRK: No data found, symbol may be delisted\n",
      "- TRK: No data found, symbol may be delisted\n",
      "- TRK: No data found, symbol may be delisted\n",
      "- TRLA: No data found for this date range, symbol may be delisted\n",
      "- TRLA: No data found for this date range, symbol may be delisted\n",
      "- TRLA: No data found for this date range, symbol may be delisted\n",
      "- TRLG: No data found for this date range, symbol may be delisted\n",
      "- TRLI: No data found, symbol may be delisted\n",
      "- TRLI: No data found, symbol may be delisted\n",
      "- TRLI: No data found, symbol may be delisted\n",
      "- TRLI: No data found, symbol may be delisted\n",
      "- TRMR: No data found for this date range, symbol may be delisted\n",
      "- TRMR: No data found for this date range, symbol may be delisted\n",
      "- TRMR: No data found for this date range, symbol may be delisted\n",
      "- TRR: No data found for this date range, symbol may be delisted\n",
      "- TRR: No data found for this date range, symbol may be delisted\n",
      "- TRR: No data found for this date range, symbol may be delisted\n",
      "- TRR: No data found for this date range, symbol may be delisted\n",
      "- TRU: Data doesn't exist for startDate = 1383364800, endDate = 1394082000\n",
      "- TRU: Data doesn't exist for startDate = 1383364800, endDate = 1394082000\n",
      "- TRW: No data found for this date range, symbol may be delisted\n",
      "- TRW: No data found for this date range, symbol may be delisted\n",
      "- TRW: No data found for this date range, symbol may be delisted\n",
      "- TSET: No data found for this date range, symbol may be delisted\n",
      "- TSET: No data found for this date range, symbol may be delisted\n",
      "- TSET: No data found for this date range, symbol may be delisted\n",
      "- TSET: No data found for this date range, symbol may be delisted\n",
      "- TSLU: No data found for this date range, symbol may be delisted\n",
      "- TSLU: No data found for this date range, symbol may be delisted\n",
      "- TSLU: No data found for this date range, symbol may be delisted\n",
      "- TSLU: No data found for this date range, symbol may be delisted\n",
      "- TSO: No data found for this date range, symbol may be delisted\n",
      "- TSO: No data found for this date range, symbol may be delisted\n",
      "- TSO: No data found for this date range, symbol may be delisted\n",
      "- TSO: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- TSPT: No data found for this date range, symbol may be delisted\n",
      "- TSPT: No data found for this date range, symbol may be delisted\n",
      "- TSPT: No data found for this date range, symbol may be delisted\n",
      "- TSPT: No data found for this date range, symbol may be delisted\n",
      "- TSRA: No data found for this date range, symbol may be delisted\n",
      "- TSRA: No data found for this date range, symbol may be delisted\n",
      "- TSRA: No data found for this date range, symbol may be delisted\n",
      "- TSRA: No data found for this date range, symbol may be delisted\n",
      "- TSRE: No data found for this date range, symbol may be delisted\n",
      "- TSRE: No data found for this date range, symbol may be delisted\n",
      "- TSS: No data found, symbol may be delisted\n",
      "- TSS: No data found, symbol may be delisted\n",
      "- TSS: No data found, symbol may be delisted\n",
      "- TSS: No data found, symbol may be delisted\n",
      "- TST: No data found, symbol may be delisted\n",
      "- TST: No data found, symbol may be delisted\n",
      "- TST: No data found, symbol may be delisted\n",
      "- TST: No data found, symbol may be delisted\n",
      "- TSTF: No data found for this date range, symbol may be delisted\n",
      "- TSTF: No data found for this date range, symbol may be delisted\n",
      "- TSTF: No data found for this date range, symbol may be delisted\n",
      "- TSTF: No data found for this date range, symbol may be delisted\n",
      "- TSYS: No data found for this date range, symbol may be delisted\n",
      "- TSYS: No data found for this date range, symbol may be delisted\n",
      "- TSYS: No data found for this date range, symbol may be delisted\n",
      "- TTEG: No data found for this date range, symbol may be delisted\n",
      "- TTEG: No data found for this date range, symbol may be delisted\n",
      "- TTEG: No data found for this date range, symbol may be delisted\n",
      "- TTEG: No data found for this date range, symbol may be delisted\n",
      "- TTII: No data found for this date range, symbol may be delisted\n",
      "- TTII: No data found for this date range, symbol may be delisted\n",
      "- TTII: No data found for this date range, symbol may be delisted\n",
      "- TTII: No data found for this date range, symbol may be delisted\n",
      "- TTNC: No data found for this date range, symbol may be delisted\n",
      "- TTNC: No data found for this date range, symbol may be delisted\n",
      "- TTNC: No data found for this date range, symbol may be delisted\n",
      "- TTNC: No data found for this date range, symbol may be delisted\n",
      "- TTNC: No data found for this date range, symbol may be delisted\n",
      "- TTNC: No data found for this date range, symbol may be delisted\n",
      "- TTNC: No data found for this date range, symbol may be delisted\n",
      "- TTNC: No data found for this date range, symbol may be delisted\n",
      "- TTNH: No data found, symbol may be delisted\n",
      "- TTS: No data found for this date range, symbol may be delisted\n",
      "- TTS: No data found for this date range, symbol may be delisted\n",
      "- TTS: No data found for this date range, symbol may be delisted\n",
      "- TTS: No data found for this date range, symbol may be delisted\n",
      "- TTSR: No data found, symbol may be delisted\n",
      "- TTSR: No data found, symbol may be delisted\n",
      "- TTSR: No data found, symbol may be delisted\n",
      "- TTSR: No data found, symbol may be delisted\n",
      "- TTUM: No data found, symbol may be delisted\n",
      "- TTUM: No data found, symbol may be delisted\n",
      "- TTUM: No data found, symbol may be delisted\n",
      "- TTUM: No data found, symbol may be delisted\n",
      "- TTXI: No data found for this date range, symbol may be delisted\n",
      "- TTXI: No data found for this date range, symbol may be delisted\n",
      "- TUBE: No data found for this date range, symbol may be delisted\n",
      "- TUBE: No data found for this date range, symbol may be delisted\n",
      "- TUC: No data found for this date range, symbol may be delisted\n",
      "- TUMI: No data found for this date range, symbol may be delisted\n",
      "- TUMI: No data found for this date range, symbol may be delisted\n",
      "- TUMI: No data found for this date range, symbol may be delisted\n",
      "- TUMI: No data found for this date range, symbol may be delisted\n",
      "- TUNG: No data found, symbol may be delisted\n",
      "- TUNG: No data found, symbol may be delisted\n",
      "- TURI: No data found for this date range, symbol may be delisted\n",
      "- TURI: No data found for this date range, symbol may be delisted\n",
      "- TURI: No data found for this date range, symbol may be delisted\n",
      "- TURI: No data found for this date range, symbol may be delisted\n",
      "- TVEN: No data found, symbol may be delisted\n",
      "- TVEO: No data found for this date range, symbol may be delisted\n",
      "- TW: Data doesn't exist for startDate = 1368504000, endDate = 1379217600\n",
      "- TW: Data doesn't exist for startDate = 1400040000, endDate = 1410753600\n",
      "- TW: Data doesn't exist for startDate = 1431489600, endDate = 1442203200\n",
      "- TWC: No data found for this date range, symbol may be delisted\n",
      "- TWC: No data found for this date range, symbol may be delisted\n",
      "- TWC: No data found for this date range, symbol may be delisted\n",
      "- TWC: No data found for this date range, symbol may be delisted\n",
      "- TWGP: No data found for this date range, symbol may be delisted\n",
      "- TWGP: No data found for this date range, symbol may be delisted\n",
      "- TWRT: No data found, symbol may be delisted\n",
      "- TWRT: No data found, symbol may be delisted\n",
      "- TWRT: No data found, symbol may be delisted\n",
      "- TWRT: No data found, symbol may be delisted\n",
      "- TWTC: No data found for this date range, symbol may be delisted\n",
      "- TWTC: No data found for this date range, symbol may be delisted\n",
      "- TXCC: No data found for this date range, symbol may be delisted\n",
      "- TXI: No data found for this date range, symbol may be delisted\n",
      "- TXTR: No data found for this date range, symbol may be delisted\n",
      "- TXTR: No data found for this date range, symbol may be delisted\n",
      "- TXTR: No data found for this date range, symbol may be delisted\n",
      "- TXU: No data found for this date range, symbol may be delisted\n",
      "- TXU: No data found for this date range, symbol may be delisted\n",
      "- TXU: No data found for this date range, symbol may be delisted\n",
      "- TXU: No data found for this date range, symbol may be delisted\n",
      "- TYBR: No data found for this date range, symbol may be delisted\n",
      "- TYBR: No data found for this date range, symbol may be delisted\n",
      "- TYBR: No data found for this date range, symbol may be delisted\n",
      "- TYBR: No data found for this date range, symbol may be delisted\n",
      "- TYC: No data found for this date range, symbol may be delisted\n",
      "- TYC: No data found for this date range, symbol may be delisted\n",
      "- TYC: No data found for this date range, symbol may be delisted\n",
      "- TYC: No data found for this date range, symbol may be delisted\n",
      "6000 12792 2505\n",
      "- TYPE: No data found, symbol may be delisted\n",
      "- TYPE: No data found, symbol may be delisted\n",
      "- TYPE: No data found, symbol may be delisted\n",
      "- TYPE: No data found, symbol may be delisted\n",
      "- TYRIA: No data found for this date range, symbol may be delisted\n",
      "- TYRIA: No data found for this date range, symbol may be delisted\n",
      "- TYRIA: No data found for this date range, symbol may be delisted\n",
      "- TYRIA: No data found for this date range, symbol may be delisted\n",
      "- UACL: No data found for this date range, symbol may be delisted\n",
      "- UACL: No data found for this date range, symbol may be delisted\n",
      "- UACL: No data found for this date range, symbol may be delisted\n",
      "- UACL: No data found for this date range, symbol may be delisted\n",
      "- UAM: Data doesn't exist for startDate = 1354510800, endDate = 1365220800\n",
      "- UAM: Data doesn't exist for startDate = 1386651600, endDate = 1397361600\n",
      "- UAM: Data doesn't exist for startDate = 1419656400, endDate = 1430366400\n",
      "- UAM: Data doesn't exist for startDate = 1449550800, endDate = 1460260800\n",
      "- UARM: No data found for this date range, symbol may be delisted\n",
      "- UARM: No data found for this date range, symbol may be delisted\n",
      "- UARM: No data found for this date range, symbol may be delisted\n",
      "- UARM: No data found for this date range, symbol may be delisted\n",
      "- UB: No data found for this date range, symbol may be delisted\n",
      "- UB: No data found for this date range, symbol may be delisted\n",
      "- UB: No data found for this date range, symbol may be delisted\n",
      "- UB: No data found for this date range, symbol may be delisted\n",
      "- UBI: Data doesn't exist for startDate = 1355029200, endDate = 1365739200\n",
      "- UBI: Data doesn't exist for startDate = 1386651600, endDate = 1397361600\n",
      "- UBMI: No data found for this date range, symbol may be delisted\n",
      "- UBMI: No data found for this date range, symbol may be delisted\n",
      "- UBNK: No data found, symbol may be delisted\n",
      "- UBNK: No data found, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- UBNT: No data found, symbol may be delisted\n",
      "- UBNT: No data found, symbol may be delisted\n",
      "- UBNT: No data found, symbol may be delisted\n",
      "- UBNT: No data found, symbol may be delisted\n",
      "- UBRG: No data found, symbol may be delisted\n",
      "- UBRG: No data found, symbol may be delisted\n",
      "- UBSH: No data found, symbol may be delisted\n",
      "- UBSH: No data found, symbol may be delisted\n",
      "- UBSH: No data found, symbol may be delisted\n",
      "- UBSH: No data found, symbol may be delisted\n",
      "- UCCD: No data found for this date range, symbol may be delisted\n",
      "- UCCD: No data found for this date range, symbol may be delisted\n",
      "- UCCD: No data found for this date range, symbol may be delisted\n",
      "- UCCD: No data found for this date range, symbol may be delisted\n",
      "- UCHN: No data found, symbol may be delisted\n",
      "- UCHN: No data found, symbol may be delisted\n",
      "- UCHN: No data found, symbol may be delisted\n",
      "- UCHN: No data found, symbol may be delisted\n",
      "- UCP: No data found for this date range, symbol may be delisted\n",
      "- UCP: No data found for this date range, symbol may be delisted\n",
      "- UCP: No data found for this date range, symbol may be delisted\n",
      "- UEP: Data doesn't exist for startDate = 1354078800, endDate = 1364788800\n",
      "- UEP: Data doesn't exist for startDate = 1385787600, endDate = 1396497600\n",
      "- UFBS: No data found for this date range, symbol may be delisted\n",
      "- UGNE: No data found for this date range, symbol may be delisted\n",
      "- UHFI: No data found for this date range, symbol may be delisted\n",
      "- UHFI: No data found for this date range, symbol may be delisted\n",
      "- UHFI: No data found for this date range, symbol may be delisted\n",
      "- UHFI: No data found for this date range, symbol may be delisted\n",
      "- UHLN: No data found for this date range, symbol may be delisted\n",
      "- UHLN: No data found for this date range, symbol may be delisted\n",
      "- UHLN: No data found for this date range, symbol may be delisted\n",
      "- UHLN: No data found for this date range, symbol may be delisted\n",
      "- UIL: No data found for this date range, symbol may be delisted\n",
      "- UIL: No data found for this date range, symbol may be delisted\n",
      "- UIL: No data found for this date range, symbol may be delisted\n",
      "- ULTI: No data found, symbol may be delisted\n",
      "- ULTI: No data found, symbol may be delisted\n",
      "- ULTI: No data found, symbol may be delisted\n",
      "- ULTI: No data found, symbol may be delisted\n",
      "- UNA: Data doesn't exist for startDate = 1354942800, endDate = 1365652800\n",
      "- UNFY: No data found for this date range, symbol may be delisted\n",
      "- UNFY: No data found for this date range, symbol may be delisted\n",
      "- UNFY: No data found for this date range, symbol may be delisted\n",
      "- UNIS: No data found for this date range, symbol may be delisted\n",
      "- UNIS: No data found for this date range, symbol may be delisted\n",
      "- UNIS: No data found for this date range, symbol may be delisted\n",
      "- UNIS: No data found for this date range, symbol may be delisted\n",
      "- UNS: No data found for this date range, symbol may be delisted\n",
      "- UNS: No data found for this date range, symbol may be delisted\n",
      "- UNSN: No data found, symbol may be delisted\n",
      "- UNTD: No data found for this date range, symbol may be delisted\n",
      "- UNTD: No data found for this date range, symbol may be delisted\n",
      "- UNTD: No data found for this date range, symbol may be delisted\n",
      "- UNTD: No data found for this date range, symbol may be delisted\n",
      "- UNTK: No data found for this date range, symbol may be delisted\n",
      "- UNTK: No data found for this date range, symbol may be delisted\n",
      "- UNXL: No data found for this date range, symbol may be delisted\n",
      "- UNXL: No data found for this date range, symbol may be delisted\n",
      "- UNXL: No data found for this date range, symbol may be delisted\n",
      "- UNXL: No data found for this date range, symbol may be delisted\n",
      "- UPBS: No data found, symbol may be delisted\n",
      "- UPBS: No data found, symbol may be delisted\n",
      "- UPBS: No data found, symbol may be delisted\n",
      "- UPBS: No data found, symbol may be delisted\n",
      "- UPG: Data doesn't exist for startDate = 1356498000, endDate = 1367208000\n",
      "- UPI: Data doesn't exist for startDate = 1366516800, endDate = 1377230400\n",
      "- UPI: Data doesn't exist for startDate = 1394254800, endDate = 1404964800\n",
      "- UPIP: No data found for this date range, symbol may be delisted\n",
      "- UPIP: No data found for this date range, symbol may be delisted\n",
      "- UPIP: No data found for this date range, symbol may be delisted\n",
      "- UPIP: No data found for this date range, symbol may be delisted\n",
      "- UPNT: No data found, symbol may be delisted\n",
      "- UPNT: No data found, symbol may be delisted\n",
      "- UPNT: No data found, symbol may be delisted\n",
      "- UPOW: No data found, symbol may be delisted\n",
      "- UPOW: No data found, symbol may be delisted\n",
      "- UPST: No data found for this date range, symbol may be delisted\n",
      "- UPST: No data found for this date range, symbol may be delisted\n",
      "- UPST: No data found for this date range, symbol may be delisted\n",
      "- UPST: No data found for this date range, symbol may be delisted\n",
      "- UQM: No data found, symbol may be delisted\n",
      "- UQM: No data found, symbol may be delisted\n",
      "- UQM: No data found, symbol may be delisted\n",
      "- UQM: No data found, symbol may be delisted\n",
      "- UREE: No data found, symbol may be delisted\n",
      "- UREE: No data found, symbol may be delisted\n",
      "- UREE: No data found, symbol may be delisted\n",
      "- URHN: No data found, symbol may be delisted\n",
      "- URHN: No data found, symbol may be delisted\n",
      "- URHN: No data found, symbol may be delisted\n",
      "- URON: No data found, symbol may be delisted\n",
      "- URON: No data found, symbol may be delisted\n",
      "- URON: No data found, symbol may be delisted\n",
      "- URON: No data found, symbol may be delisted\n",
      "- URRE: No data found for this date range, symbol may be delisted\n",
      "- URRE: No data found for this date range, symbol may be delisted\n",
      "- URRE: No data found for this date range, symbol may be delisted\n",
      "- URRE: No data found for this date range, symbol may be delisted\n",
      "- URS: No data found for this date range, symbol may be delisted\n",
      "- URS: No data found for this date range, symbol may be delisted\n",
      "- URZ: No data found for this date range, symbol may be delisted\n",
      "- URZ: No data found for this date range, symbol may be delisted\n",
      "- URZ: No data found for this date range, symbol may be delisted\n",
      "- USBF: No data found, symbol may be delisted\n",
      "- USBI: No data found for this date range, symbol may be delisted\n",
      "- USBI: No data found for this date range, symbol may be delisted\n",
      "- USBI: No data found for this date range, symbol may be delisted\n",
      "- USBI: No data found for this date range, symbol may be delisted\n",
      "- USBL: Data doesn't exist for startDate = 1363492800, endDate = 1374206400\n",
      "- USFC: No data found for this date range, symbol may be delisted\n",
      "- USFC: No data found for this date range, symbol may be delisted\n",
      "- USG: No data found, symbol may be delisted\n",
      "- USG: No data found, symbol may be delisted\n",
      "- USG: No data found, symbol may be delisted\n",
      "- USG: No data found, symbol may be delisted\n",
      "- USGL: No data found for this date range, symbol may be delisted\n",
      "- USGL: No data found for this date range, symbol may be delisted\n",
      "- USGL: No data found for this date range, symbol may be delisted\n",
      "- USGL: No data found for this date range, symbol may be delisted\n",
      "- USMD: No data found for this date range, symbol may be delisted\n",
      "- USMD: No data found for this date range, symbol may be delisted\n",
      "- USMD: No data found for this date range, symbol may be delisted\n",
      "- USMD: No data found for this date range, symbol may be delisted\n",
      "- USMI: No data found for this date range, symbol may be delisted\n",
      "- USMI: No data found for this date range, symbol may be delisted\n",
      "- USMI: No data found for this date range, symbol may be delisted\n",
      "- USMI: No data found for this date range, symbol may be delisted\n",
      "- USMO: No data found for this date range, symbol may be delisted\n",
      "- USMO: No data found for this date range, symbol may be delisted\n",
      "- USMO: No data found for this date range, symbol may be delisted\n",
      "- USMO: No data found for this date range, symbol may be delisted\n",
      "- USPI: No data found for this date range, symbol may be delisted\n",
      "- USPI: No data found for this date range, symbol may be delisted\n",
      "- USPI: No data found for this date range, symbol may be delisted\n",
      "- USTR: No data found for this date range, symbol may be delisted\n",
      "- USTR: No data found for this date range, symbol may be delisted\n",
      "- USTR: No data found for this date range, symbol may be delisted\n",
      "- USTR: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- USTU: No data found, symbol may be delisted\n",
      "- USU: No data found for this date range, symbol may be delisted\n",
      "- USU: No data found for this date range, symbol may be delisted\n",
      "- USU: No data found for this date range, symbol may be delisted\n",
      "- USU: No data found for this date range, symbol may be delisted\n",
      "- USUN: No data found for this date range, symbol may be delisted\n",
      "- USUN: No data found for this date range, symbol may be delisted\n",
      "- USUN: No data found for this date range, symbol may be delisted\n",
      "- USUN: No data found for this date range, symbol may be delisted\n",
      "- USVO: No data found for this date range, symbol may be delisted\n",
      "- USVO: No data found for this date range, symbol may be delisted\n",
      "- USVO: No data found for this date range, symbol may be delisted\n",
      "- USVO: No data found for this date range, symbol may be delisted\n",
      "- UTEI: No data found for this date range, symbol may be delisted\n",
      "- UTEI: No data found for this date range, symbol may be delisted\n",
      "- UTEI: No data found for this date range, symbol may be delisted\n",
      "- UTEI: No data found for this date range, symbol may be delisted\n",
      "- UTEK: No data found for this date range, symbol may be delisted\n",
      "- UTEK: No data found for this date range, symbol may be delisted\n",
      "- UTEK: No data found for this date range, symbol may be delisted\n",
      "- UTEK: No data found for this date range, symbol may be delisted\n",
      "- UTGI: No data found for this date range, symbol may be delisted\n",
      "- UTGI: No data found for this date range, symbol may be delisted\n",
      "- UTGI: No data found for this date range, symbol may be delisted\n",
      "- UTGI: No data found for this date range, symbol may be delisted\n",
      "- UTIW: No data found for this date range, symbol may be delisted\n",
      "- UTIW: No data found for this date range, symbol may be delisted\n",
      "- UTIW: No data found for this date range, symbol may be delisted\n",
      "- UTK: No data found for this date range, symbol may be delisted\n",
      "- UVIC: No data found for this date range, symbol may be delisted\n",
      "- UVIC: No data found for this date range, symbol may be delisted\n",
      "- UWN: No data found, symbol may be delisted\n",
      "- UWN: No data found, symbol may be delisted\n",
      "- UWN: No data found, symbol may be delisted\n",
      "- UWN: No data found, symbol may be delisted\n",
      "- VA: No data found for this date range, symbol may be delisted\n",
      "- VA: No data found for this date range, symbol may be delisted\n",
      "- VAEV: No data found for this date range, symbol may be delisted\n",
      "- VAEV: No data found for this date range, symbol may be delisted\n",
      "- VAEV: No data found for this date range, symbol may be delisted\n",
      "- VAPN: No data found, symbol may be delisted\n",
      "- VAPN: No data found, symbol may be delisted\n",
      "- VASC: No data found for this date range, symbol may be delisted\n",
      "- VASC: No data found for this date range, symbol may be delisted\n",
      "- VASC: No data found for this date range, symbol may be delisted\n",
      "- VASC: No data found for this date range, symbol may be delisted\n",
      "- VAZGF: No data found, symbol may be delisted\n",
      "- VAZGF: No data found, symbol may be delisted\n",
      "- VAZGF: No data found, symbol may be delisted\n",
      "- VAZGF: No data found, symbol may be delisted\n",
      "- VBCO: No data found, symbol may be delisted\n",
      "- VBCO: No data found, symbol may be delisted\n",
      "- VBCO: No data found, symbol may be delisted\n",
      "- VCAN: No data found, symbol may be delisted\n",
      "- VCAN: No data found, symbol may be delisted\n",
      "- VCAN: No data found, symbol may be delisted\n",
      "- VCAN: No data found, symbol may be delisted\n",
      "- VCBP: No data found for this date range, symbol may be delisted\n",
      "- VCDV: No data found, symbol may be delisted\n",
      "- VCG: Data doesn't exist for startDate = 1353301200, endDate = 1364011200\n",
      "- VCG: Data doesn't exist for startDate = 1385442000, endDate = 1396152000\n",
      "- VCI: Data doesn't exist for startDate = 1354078800, endDate = 1364788800\n",
      "- VCLK: No data found for this date range, symbol may be delisted\n",
      "- VCLK: No data found for this date range, symbol may be delisted\n",
      "- VCMG: No data found, symbol may be delisted\n",
      "- VCMG: No data found, symbol may be delisted\n",
      "- VCMG: No data found, symbol may be delisted\n",
      "- VDSI: No data found for this date range, symbol may be delisted\n",
      "- VDSI: No data found for this date range, symbol may be delisted\n",
      "- VDSI: No data found for this date range, symbol may be delisted\n",
      "- VDSI: No data found for this date range, symbol may be delisted\n",
      "- VEL: Data doesn't exist for startDate = 1353992400, endDate = 1364702400\n",
      "- VEL: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "- VEL: Data doesn't exist for startDate = 1416978000, endDate = 1427688000\n",
      "- VEL: Data doesn't exist for startDate = 1448427600, endDate = 1459137600\n",
      "- VERA: No data found for this date range, symbol may be delisted\n",
      "- VFGI: No data found for this date range, symbol may be delisted\n",
      "- VGEN: No data found, symbol may be delisted\n",
      "- VGEN: No data found, symbol may be delisted\n",
      "- VGGL: No data found, symbol may be delisted\n",
      "- VGGL: No data found, symbol may be delisted\n",
      "- VGGL: No data found, symbol may be delisted\n",
      "- VGGL: No data found, symbol may be delisted\n",
      "- VGLD: No data found, symbol may be delisted\n",
      "- VGLD: No data found, symbol may be delisted\n",
      "- VHMC: No data found for this date range, symbol may be delisted\n",
      "- VHMC: No data found for this date range, symbol may be delisted\n",
      "- VHMC: No data found for this date range, symbol may be delisted\n",
      "- VHMC: No data found for this date range, symbol may be delisted\n",
      "- VHS: No data found for this date range, symbol may be delisted\n",
      "- VHSL: No data found for this date range, symbol may be delisted\n",
      "- VIA: No data found, symbol may be delisted\n",
      "- VIA: No data found, symbol may be delisted\n",
      "- VIA: No data found, symbol may be delisted\n",
      "- VIA: No data found, symbol may be delisted\n",
      "- VIAS: No data found for this date range, symbol may be delisted\n",
      "- VIAS: No data found for this date range, symbol may be delisted\n",
      "- VIAS: No data found for this date range, symbol may be delisted\n",
      "- VICL: No data found, symbol may be delisted\n",
      "- VICL: No data found, symbol may be delisted\n",
      "- VICL: No data found, symbol may be delisted\n",
      "- VICL: No data found, symbol may be delisted\n",
      "- VIGS: No data found for this date range, symbol may be delisted\n",
      "- VIGS: No data found for this date range, symbol may be delisted\n",
      "- VIGS: No data found for this date range, symbol may be delisted\n",
      "- VIGS: No data found for this date range, symbol may be delisted\n",
      "- VII: No data found for this date range, symbol may be delisted\n",
      "- VII: No data found for this date range, symbol may be delisted\n",
      "- VII: No data found for this date range, symbol may be delisted\n",
      "- VIIC: No data found for this date range, symbol may be delisted\n",
      "- VIIC: No data found for this date range, symbol may be delisted\n",
      "- VINTB: No data found, symbol may be delisted\n",
      "- VIRZ: No data found, symbol may be delisted\n",
      "- VIRZ: No data found, symbol may be delisted\n",
      "- VIRZ: No data found, symbol may be delisted\n",
      "- VISI: No data found, symbol may be delisted\n",
      "- VISI: No data found, symbol may be delisted\n",
      "- VISI: No data found, symbol may be delisted\n",
      "- VISI: No data found, symbol may be delisted\n",
      "- VISI: No data found, symbol may be delisted\n",
      "- VITC: No data found for this date range, symbol may be delisted\n",
      "- VITC: No data found for this date range, symbol may be delisted\n",
      "- VLTC: No data found, symbol may be delisted\n",
      "- VLTC: No data found, symbol may be delisted\n",
      "- VLTC: No data found, symbol may be delisted\n",
      "- VMCI: No data found for this date range, symbol may be delisted\n",
      "- VMCI: No data found for this date range, symbol may be delisted\n",
      "- VMCI: No data found for this date range, symbol may be delisted\n",
      "- VMEM: No data found for this date range, symbol may be delisted\n",
      "- VMEM: No data found for this date range, symbol may be delisted\n",
      "- VMEM: No data found for this date range, symbol may be delisted\n",
      "- VNGE: No data found for this date range, symbol may be delisted\n",
      "- VNGE: No data found for this date range, symbol may be delisted\n",
      "- VNGM: No data found for this date range, symbol may be delisted\n",
      "- VNR: No data found for this date range, symbol may be delisted\n",
      "- VNR: No data found for this date range, symbol may be delisted\n",
      "- VNR: No data found for this date range, symbol may be delisted\n",
      "- VNR: No data found for this date range, symbol may be delisted\n",
      "- VNTV: No data found for this date range, symbol may be delisted\n",
      "- VNTV: No data found for this date range, symbol may be delisted\n",
      "- VNTV: No data found for this date range, symbol may be delisted\n",
      "- VNTV: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- VOCS: No data found for this date range, symbol may be delisted\n",
      "- VOCS: No data found for this date range, symbol may be delisted\n",
      "- VOEL: No data found, symbol may be delisted\n",
      "- VOEL: No data found, symbol may be delisted\n",
      "6250 13309 2613\n",
      "- VOLC: No data found for this date range, symbol may be delisted\n",
      "- VOLC: No data found for this date range, symbol may be delisted\n",
      "- VPCOR: No data found, symbol may be delisted\n",
      "- VPCOR: No data found, symbol may be delisted\n",
      "- VPCOR: No data found, symbol may be delisted\n",
      "- VPCOR: No data found, symbol may be delisted\n",
      "- VPFG: No data found for this date range, symbol may be delisted\n",
      "- VPFG: No data found for this date range, symbol may be delisted\n",
      "- VPFG: No data found for this date range, symbol may be delisted\n",
      "- VPFG: No data found for this date range, symbol may be delisted\n",
      "- VPIG: No data found for this date range, symbol may be delisted\n",
      "- VPIG: No data found for this date range, symbol may be delisted\n",
      "- VPIG: No data found for this date range, symbol may be delisted\n",
      "- VPIG: No data found for this date range, symbol may be delisted\n",
      "- VPRS: No data found for this date range, symbol may be delisted\n",
      "- VPRS: No data found for this date range, symbol may be delisted\n",
      "- VPRS: No data found for this date range, symbol may be delisted\n",
      "- VPRS: No data found for this date range, symbol may be delisted\n",
      "- VPRT: No data found for this date range, symbol may be delisted\n",
      "- VPRT: No data found for this date range, symbol may be delisted\n",
      "- VPRT: No data found for this date range, symbol may be delisted\n",
      "- VPRT: No data found for this date range, symbol may be delisted\n",
      "- VPS: Data doesn't exist for startDate = 1351396800, endDate = 1362114000\n",
      "- VPS: Data doesn't exist for startDate = 1382846400, endDate = 1393563600\n",
      "- VPS: Data doesn't exist for startDate = 1414296000, endDate = 1425013200\n",
      "- VPWI: No data found for this date range, symbol may be delisted\n",
      "- VQ: No data found for this date range, symbol may be delisted\n",
      "- VQ: No data found for this date range, symbol may be delisted\n",
      "- VQ: No data found for this date range, symbol may be delisted\n",
      "- VQ: No data found for this date range, symbol may be delisted\n",
      "- VRAL: No data found for this date range, symbol may be delisted\n",
      "- VRDM: No data found for this date range, symbol may be delisted\n",
      "- VRDM: No data found for this date range, symbol may be delisted\n",
      "- VRDM: No data found for this date range, symbol may be delisted\n",
      "- VRDM: No data found for this date range, symbol may be delisted\n",
      "- VRLK: No data found for this date range, symbol may be delisted\n",
      "- VRLK: No data found for this date range, symbol may be delisted\n",
      "- VRLK: No data found for this date range, symbol may be delisted\n",
      "- VRNG: No data found for this date range, symbol may be delisted\n",
      "- VRNG: No data found for this date range, symbol may be delisted\n",
      "- VRNG: No data found for this date range, symbol may be delisted\n",
      "- VRNG: No data found for this date range, symbol may be delisted\n",
      "- VRS: Data doesn't exist for startDate = 1354597200, endDate = 1365307200\n",
      "- VRS: Data doesn't exist for startDate = 1386046800, endDate = 1396756800\n",
      "- VRS: Data doesn't exist for startDate = 1417928400, endDate = 1428638400\n",
      "- VRS: Data doesn't exist for startDate = 1452574800, endDate = 1463284800\n",
      "- VRTB: Data doesn't exist for startDate = 1356498000, endDate = 1367208000\n",
      "- VRTB: Data doesn't exist for startDate = 1388206800, endDate = 1398916800\n",
      "- VRTB: Data doesn't exist for startDate = 1419742800, endDate = 1430452800\n",
      "- VRTB: Data doesn't exist for startDate = 1451278800, endDate = 1461988800\n",
      "- VRX: No data found for this date range, symbol may be delisted\n",
      "- VRX: No data found for this date range, symbol may be delisted\n",
      "- VRX: No data found for this date range, symbol may be delisted\n",
      "- VRX: No data found for this date range, symbol may be delisted\n",
      "- VSAR: No data found for this date range, symbol may be delisted\n",
      "- VSAR: No data found for this date range, symbol may be delisted\n",
      "- VSB: No data found for this date range, symbol may be delisted\n",
      "- VSB: No data found for this date range, symbol may be delisted\n",
      "- VSCE: No data found for this date range, symbol may be delisted\n",
      "- VSCE: No data found for this date range, symbol may be delisted\n",
      "- VSCE: No data found for this date range, symbol may be delisted\n",
      "- VSCI: No data found for this date range, symbol may be delisted\n",
      "- VSCI: No data found for this date range, symbol may be delisted\n",
      "- VSCI: No data found for this date range, symbol may be delisted\n",
      "- VSCP: No data found for this date range, symbol may be delisted\n",
      "- VSCP: No data found for this date range, symbol may be delisted\n",
      "- VSCP: No data found for this date range, symbol may be delisted\n",
      "- VSCP: No data found for this date range, symbol may be delisted\n",
      "- VSI: No data found, symbol may be delisted\n",
      "- VSI: No data found, symbol may be delisted\n",
      "- VSI: No data found, symbol may be delisted\n",
      "- VSI: No data found, symbol may be delisted\n",
      "- VSM: No data found, symbol may be delisted\n",
      "- VSR: No data found for this date range, symbol may be delisted\n",
      "- VSR: No data found for this date range, symbol may be delisted\n",
      "- VSR: No data found for this date range, symbol may be delisted\n",
      "- VSTA: No data found for this date range, symbol may be delisted\n",
      "- VSTA: No data found for this date range, symbol may be delisted\n",
      "- VSTA: No data found for this date range, symbol may be delisted\n",
      "- VSTA: No data found for this date range, symbol may be delisted\n",
      "- VSUL: No data found for this date range, symbol may be delisted\n",
      "- VSUL: No data found for this date range, symbol may be delisted\n",
      "- VSUL: No data found for this date range, symbol may be delisted\n",
      "- VSUS: No data found for this date range, symbol may be delisted\n",
      "- VSUS: No data found for this date range, symbol may be delisted\n",
      "- VSUS: No data found for this date range, symbol may be delisted\n",
      "- VTAE: No data found for this date range, symbol may be delisted\n",
      "- VTAE: No data found for this date range, symbol may be delisted\n",
      "- VTDI: No data found, symbol may be delisted\n",
      "- VTG: No data found for this date range, symbol may be delisted\n",
      "- VTG: No data found for this date range, symbol may be delisted\n",
      "- VTG: No data found for this date range, symbol may be delisted\n",
      "- VTIV: No data found for this date range, symbol may be delisted\n",
      "- VTL: No data found for this date range, symbol may be delisted\n",
      "- VTL: No data found for this date range, symbol may be delisted\n",
      "- VTSS: No data found for this date range, symbol may be delisted\n",
      "- VTSS: No data found for this date range, symbol may be delisted\n",
      "- VTUR: No data found for this date range, symbol may be delisted\n",
      "- VTUR: No data found for this date range, symbol may be delisted\n",
      "- VTUS: No data found for this date range, symbol may be delisted\n",
      "- VTUS: No data found for this date range, symbol may be delisted\n",
      "- VTUS: No data found for this date range, symbol may be delisted\n",
      "- VTUS: No data found for this date range, symbol may be delisted\n",
      "- VVIN: No data found for this date range, symbol may be delisted\n",
      "- VVIN: No data found for this date range, symbol may be delisted\n",
      "- VVIN: No data found for this date range, symbol may be delisted\n",
      "- VVIN: No data found for this date range, symbol may be delisted\n",
      "- VVTV: No data found for this date range, symbol may be delisted\n",
      "- VVTV: No data found for this date range, symbol may be delisted\n",
      "- VVTV: No data found for this date range, symbol may be delisted\n",
      "- VVTV: No data found for this date range, symbol may be delisted\n",
      "- VWR: No data found for this date range, symbol may be delisted\n",
      "- VWR: No data found for this date range, symbol may be delisted\n",
      "- VYFC: No data found for this date range, symbol may be delisted\n",
      "- VYFC: No data found for this date range, symbol may be delisted\n",
      "- VYFC: No data found for this date range, symbol may be delisted\n",
      "- WAC: No data found for this date range, symbol may be delisted\n",
      "- WAC: No data found for this date range, symbol may be delisted\n",
      "- WAC: No data found for this date range, symbol may be delisted\n",
      "- WAC: No data found for this date range, symbol may be delisted\n",
      "- WAG: No data found for this date range, symbol may be delisted\n",
      "- WAG: No data found for this date range, symbol may be delisted\n",
      "- WAGE: No data found, symbol may be delisted\n",
      "- WAGE: No data found, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- WAGE: No data found, symbol may be delisted\n",
      "- WAGE: No data found, symbol may be delisted\n",
      "- WAIR: No data found, symbol may be delisted\n",
      "- WAIR: No data found, symbol may be delisted\n",
      "- WAIR: No data found, symbol may be delisted\n",
      "- WAIR: No data found, symbol may be delisted\n",
      "- WASM: No data found for this date range, symbol may be delisted\n",
      "- WASM: No data found for this date range, symbol may be delisted\n",
      "- WASM: No data found for this date range, symbol may be delisted\n",
      "- WASM: No data found for this date range, symbol may be delisted\n",
      "- WAUW: No data found for this date range, symbol may be delisted\n",
      "- WAVX: No data found for this date range, symbol may be delisted\n",
      "- WAVX: No data found for this date range, symbol may be delisted\n",
      "- WAVX: No data found for this date range, symbol may be delisted\n",
      "- WBB: No data found for this date range, symbol may be delisted\n",
      "- WBB: No data found for this date range, symbol may be delisted\n",
      "- WBB: No data found for this date range, symbol may be delisted\n",
      "- WBB: No data found for this date range, symbol may be delisted\n",
      "- WBHC: Data doesn't exist for startDate = 1355115600, endDate = 1365825600\n",
      "- WBHC: Data doesn't exist for startDate = 1386738000, endDate = 1397448000\n",
      "- WBHC: Data doesn't exist for startDate = 1418187600, endDate = 1428897600\n",
      "- WBHC: Data doesn't exist for startDate = 1449896400, endDate = 1460606400\n",
      "- WBKC: No data found for this date range, symbol may be delisted\n",
      "- WBKC: No data found for this date range, symbol may be delisted\n",
      "- WBKC: No data found for this date range, symbol may be delisted\n",
      "- WBKC: No data found for this date range, symbol may be delisted\n",
      "- WBMD: No data found for this date range, symbol may be delisted\n",
      "- WBMD: No data found for this date range, symbol may be delisted\n",
      "- WBMD: No data found for this date range, symbol may be delisted\n",
      "- WBMD: No data found for this date range, symbol may be delisted\n",
      "- WBXU: No data found for this date range, symbol may be delisted\n",
      "- WCG: No data found, symbol may be delisted\n",
      "- WCG: No data found, symbol may be delisted\n",
      "- WCG: No data found, symbol may be delisted\n",
      "- WCG: No data found, symbol may be delisted\n",
      "- WCIC: No data found for this date range, symbol may be delisted\n",
      "- WCIC: No data found for this date range, symbol may be delisted\n",
      "- WCIC: No data found for this date range, symbol may be delisted\n",
      "- WCRX: No data found for this date range, symbol may be delisted\n",
      "- WDPT: No data found for this date range, symbol may be delisted\n",
      "- WDPT: No data found for this date range, symbol may be delisted\n",
      "- WDPT: No data found for this date range, symbol may be delisted\n",
      "- WDPT: No data found for this date range, symbol may be delisted\n",
      "- WDWT: No data found for this date range, symbol may be delisted\n",
      "- WDWT: No data found for this date range, symbol may be delisted\n",
      "- WDWT: No data found for this date range, symbol may be delisted\n",
      "- WDWT: No data found for this date range, symbol may be delisted\n",
      "- WEBM: No data found for this date range, symbol may be delisted\n",
      "- WEBM: No data found for this date range, symbol may be delisted\n",
      "- WEBM: No data found for this date range, symbol may be delisted\n",
      "- WEFC: No data found for this date range, symbol may be delisted\n",
      "- WEST: Data doesn't exist for startDate = 1356411600, endDate = 1367121600\n",
      "- WEST: Data doesn't exist for startDate = 1386392400, endDate = 1397102400\n",
      "- WEST: Data doesn't exist for startDate = 1421038800, endDate = 1431748800\n",
      "- WETM: No data found for this date range, symbol may be delisted\n",
      "- WETM: No data found for this date range, symbol may be delisted\n",
      "- WETM: No data found for this date range, symbol may be delisted\n",
      "- WETM: No data found for this date range, symbol may be delisted\n",
      "- WEYI: No data found, symbol may be delisted\n",
      "- WFBI: No data found for this date range, symbol may be delisted\n",
      "- WFBI: No data found for this date range, symbol may be delisted\n",
      "- WFBI: No data found for this date range, symbol may be delisted\n",
      "- WFBI: No data found for this date range, symbol may be delisted\n",
      "- WFD: No data found for this date range, symbol may be delisted\n",
      "- WFD: No data found for this date range, symbol may be delisted\n",
      "- WFD: No data found for this date range, symbol may be delisted\n",
      "- WFD: No data found for this date range, symbol may be delisted\n",
      "- WFMI: No data found for this date range, symbol may be delisted\n",
      "- WFMI: No data found for this date range, symbol may be delisted\n",
      "- WFMI: No data found for this date range, symbol may be delisted\n",
      "- WFMI: No data found for this date range, symbol may be delisted\n",
      "- WFR: No data found for this date range, symbol may be delisted\n",
      "- WFR: No data found for this date range, symbol may be delisted\n",
      "- WFT: No data found, symbol may be delisted\n",
      "- WFT: No data found, symbol may be delisted\n",
      "- WFT: No data found, symbol may be delisted\n",
      "- WFT: No data found, symbol may be delisted\n",
      "- WG: No data found for this date range, symbol may be delisted\n",
      "- WG: No data found for this date range, symbol may be delisted\n",
      "- WG: No data found for this date range, symbol may be delisted\n",
      "- WG: No data found for this date range, symbol may be delisted\n",
      "- WGA: No data found for this date range, symbol may be delisted\n",
      "- WGA: No data found for this date range, symbol may be delisted\n",
      "- WGA: No data found for this date range, symbol may be delisted\n",
      "- WGA: No data found for this date range, symbol may be delisted\n",
      "- WGBS: No data found for this date range, symbol may be delisted\n",
      "- WGBS: No data found for this date range, symbol may be delisted\n",
      "- WGBS: No data found for this date range, symbol may be delisted\n",
      "- WGBS: No data found for this date range, symbol may be delisted\n",
      "- WGMI: No data found, symbol may be delisted\n",
      "- WGMI: No data found, symbol may be delisted\n",
      "- WGP: No data found, symbol may be delisted\n",
      "- WGP: No data found, symbol may be delisted\n",
      "- WGP: No data found, symbol may be delisted\n",
      "- WGP: No data found, symbol may be delisted\n",
      "- WHX: No data found for this date range, symbol may be delisted\n",
      "- WHX: No data found for this date range, symbol may be delisted\n",
      "- WHX: No data found for this date range, symbol may be delisted\n",
      "- WIBC: No data found for this date range, symbol may be delisted\n",
      "- WIBC: No data found for this date range, symbol may be delisted\n",
      "- WIBC: No data found for this date range, symbol may be delisted\n",
      "- WIBC: No data found for this date range, symbol may be delisted\n",
      "- WISLI: No data found for this date range, symbol may be delisted\n",
      "- WISLI: No data found for this date range, symbol may be delisted\n",
      "- WISLI: No data found for this date range, symbol may be delisted\n",
      "- WISLI: No data found for this date range, symbol may be delisted\n",
      "- WKLI: No data found, symbol may be delisted\n",
      "- WKLI: No data found, symbol may be delisted\n",
      "- WKLI: No data found, symbol may be delisted\n",
      "- WKLI: No data found, symbol may be delisted\n",
      "- WLB: No data found for this date range, symbol may be delisted\n",
      "- WLB: No data found for this date range, symbol may be delisted\n",
      "- WLB: No data found for this date range, symbol may be delisted\n",
      "- WLB: No data found for this date range, symbol may be delisted\n",
      "- WLP: No data found for this date range, symbol may be delisted\n",
      "- WLP: No data found for this date range, symbol may be delisted\n",
      "- WLP: No data found for this date range, symbol may be delisted\n",
      "- WLP: No data found for this date range, symbol may be delisted\n",
      "- WLRHU: No data found, symbol may be delisted\n",
      "- WLRHU: No data found, symbol may be delisted\n",
      "- WLRHU: No data found, symbol may be delisted\n",
      "- WLS: No data found for this date range, symbol may be delisted\n",
      "- WLS: No data found for this date range, symbol may be delisted\n",
      "- WLS: No data found for this date range, symbol may be delisted\n",
      "- WLS: No data found for this date range, symbol may be delisted\n",
      "- WLT: No data found for this date range, symbol may be delisted\n",
      "- WLT: No data found for this date range, symbol may be delisted\n",
      "- WLT: No data found for this date range, symbol may be delisted\n",
      "- WMAR: No data found for this date range, symbol may be delisted\n",
      "- WMAR: No data found for this date range, symbol may be delisted\n",
      "- WMAR: No data found for this date range, symbol may be delisted\n",
      "- WMAR: No data found for this date range, symbol may be delisted\n",
      "- WMDS: No data found, symbol may be delisted\n",
      "- WMDS: No data found, symbol may be delisted\n",
      "- WMDS: No data found, symbol may be delisted\n",
      "- WMDS: No data found, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- WMG: Data doesn't exist for startDate = 1378785600, endDate = 1389502800\n",
      "- WMG: Data doesn't exist for startDate = 1410235200, endDate = 1420952400\n",
      "- WMG: Data doesn't exist for startDate = 1441684800, endDate = 1452402000\n",
      "- WMG: Data doesn't exist for startDate = 1473134400, endDate = 1483851600\n",
      "- WMS: Data doesn't exist for startDate = 1369713600, endDate = 1380427200\n",
      "- WNAPR: No data found, symbol may be delisted\n",
      "- WNCF: No data found, symbol may be delisted\n",
      "- WNCF: No data found, symbol may be delisted\n",
      "- WNCF: No data found, symbol may be delisted\n",
      "- WNDM: No data found, symbol may be delisted\n",
      "- WNDM: No data found, symbol may be delisted\n",
      "- WNDM: No data found, symbol may be delisted\n",
      "- WNDM: No data found, symbol may be delisted\n",
      "- WNR: No data found for this date range, symbol may be delisted\n",
      "- WNR: No data found for this date range, symbol may be delisted\n",
      "- WNR: No data found for this date range, symbol may be delisted\n",
      "- WNR: No data found for this date range, symbol may be delisted\n",
      "- WNRL: No data found for this date range, symbol may be delisted\n",
      "- WNRL: No data found for this date range, symbol may be delisted\n",
      "- WNRL: No data found for this date range, symbol may be delisted\n",
      "- WNYN: No data found for this date range, symbol may be delisted\n",
      "- WNYN: No data found for this date range, symbol may be delisted\n",
      "- WNYN: No data found for this date range, symbol may be delisted\n",
      "- WNYN: No data found for this date range, symbol may be delisted\n",
      "- WOLF: No data found for this date range, symbol may be delisted\n",
      "- WOOF: No data found for this date range, symbol may be delisted\n",
      "- WOOF: No data found for this date range, symbol may be delisted\n",
      "- WOOF: No data found for this date range, symbol may be delisted\n",
      "- WOOF: No data found for this date range, symbol may be delisted\n",
      "- WPCS: No data found for this date range, symbol may be delisted\n",
      "- WPCS: No data found for this date range, symbol may be delisted\n",
      "- WPCS: No data found for this date range, symbol may be delisted\n",
      "- WPCS: No data found for this date range, symbol may be delisted\n",
      "- WPO: No data found for this date range, symbol may be delisted\n",
      "- WPO: No data found for this date range, symbol may be delisted\n",
      "- WPO: No data found for this date range, symbol may be delisted\n",
      "- WPO: No data found for this date range, symbol may be delisted\n",
      "- WPT: No data found for this date range, symbol may be delisted\n",
      "- WPT: No data found for this date range, symbol may be delisted\n",
      "- WPT: No data found for this date range, symbol may be delisted\n",
      "- WR: No data found for this date range, symbol may be delisted\n",
      "- WR: No data found for this date range, symbol may be delisted\n",
      "- WR: No data found for this date range, symbol may be delisted\n",
      "- WR: No data found for this date range, symbol may be delisted\n",
      "- WRDS: No data found, symbol may be delisted\n",
      "- WRES: No data found for this date range, symbol may be delisted\n",
      "- WRES: No data found for this date range, symbol may be delisted\n",
      "- WRES: No data found for this date range, symbol may be delisted\n",
      "- WRES: No data found for this date range, symbol may be delisted\n",
      "- WSCU: No data found for this date range, symbol may be delisted\n",
      "- WSCU: No data found for this date range, symbol may be delisted\n",
      "- WSCU: No data found for this date range, symbol may be delisted\n",
      "- WSCU: No data found for this date range, symbol may be delisted\n",
      "- WSEG: No data found, symbol may be delisted\n",
      "- WSEG: No data found, symbol may be delisted\n",
      "- WSEG: No data found, symbol may be delisted\n",
      "- WSEG: No data found, symbol may be delisted\n",
      "- WSFU: No data found, symbol may be delisted\n",
      "- WSFU: No data found, symbol may be delisted\n",
      "- WSFU: No data found, symbol may be delisted\n",
      "- WSGI: No data found for this date range, symbol may be delisted\n",
      "- WSGI: No data found for this date range, symbol may be delisted\n",
      "- WSGP: Data doesn't exist for startDate = 1353387600, endDate = 1364097600\n",
      "- WSH: No data found for this date range, symbol may be delisted\n",
      "- WSH: No data found for this date range, symbol may be delisted\n",
      "- WSH: No data found for this date range, symbol may be delisted\n",
      "- WSH: No data found for this date range, symbol may be delisted\n",
      "- WSHA: No data found for this date range, symbol may be delisted\n",
      "- WSTC: No data found for this date range, symbol may be delisted\n",
      "- WSTC: No data found for this date range, symbol may be delisted\n",
      "- WSTC: No data found for this date range, symbol may be delisted\n",
      "- WSTC: No data found for this date range, symbol may be delisted\n",
      "- WTEK: No data found for this date range, symbol may be delisted\n",
      "- WTEK: No data found for this date range, symbol may be delisted\n",
      "- WTEK: No data found for this date range, symbol may be delisted\n",
      "- WTEK: No data found for this date range, symbol may be delisted\n",
      "- WTER: Data doesn't exist for startDate = 1358053200, endDate = 1368763200\n",
      "- WTSLA: No data found for this date range, symbol may be delisted\n",
      "- WTSLA: No data found for this date range, symbol may be delisted\n",
      "- WTW: No data found, symbol may be delisted\n",
      "- WTW: No data found, symbol may be delisted\n",
      "- WTW: No data found, symbol may be delisted\n",
      "- WTW: No data found, symbol may be delisted\n",
      "6500 13815 2723\n",
      "- WVWCQ: No data found, symbol may be delisted\n",
      "- WVWCQ: No data found, symbol may be delisted\n",
      "- WVWCQ: No data found, symbol may be delisted\n",
      "- WWAG: No data found for this date range, symbol may be delisted\n",
      "- WWAG: No data found for this date range, symbol may be delisted\n",
      "- WWAG: No data found for this date range, symbol may be delisted\n",
      "- WWAG: No data found for this date range, symbol may be delisted\n",
      "- WWAV: No data found for this date range, symbol may be delisted\n",
      "- WWAV: No data found for this date range, symbol may be delisted\n",
      "- WWAV: No data found for this date range, symbol may be delisted\n",
      "- WWAV: No data found for this date range, symbol may be delisted\n",
      "- WWSI: No data found, symbol may be delisted\n",
      "- WWSI: No data found, symbol may be delisted\n",
      "- WWWW: No data found for this date range, symbol may be delisted\n",
      "- WWWW: No data found for this date range, symbol may be delisted\n",
      "- WWWW: No data found for this date range, symbol may be delisted\n",
      "- WWWW: No data found for this date range, symbol may be delisted\n",
      "- WXCP: No data found, symbol may be delisted\n",
      "- WXCP: No data found, symbol may be delisted\n",
      "- WXCP: No data found, symbol may be delisted\n",
      "- WXCP: No data found, symbol may be delisted\n",
      "- WYN: No data found for this date range, symbol may be delisted\n",
      "- WYN: No data found for this date range, symbol may be delisted\n",
      "- WYN: No data found for this date range, symbol may be delisted\n",
      "- WYN: No data found for this date range, symbol may be delisted\n",
      "- XATA: No data found for this date range, symbol may be delisted\n",
      "- XBKS: No data found for this date range, symbol may be delisted\n",
      "- XBKS: No data found for this date range, symbol may be delisted\n",
      "- XBKS: No data found for this date range, symbol may be delisted\n",
      "- XBKS: No data found for this date range, symbol may be delisted\n",
      "- XBTC: No data found for this date range, symbol may be delisted\n",
      "- XBTC: No data found for this date range, symbol may be delisted\n",
      "- XCHC: No data found for this date range, symbol may be delisted\n",
      "- XCO: No data found for this date range, symbol may be delisted\n",
      "- XCO: No data found for this date range, symbol may be delisted\n",
      "- XCO: No data found for this date range, symbol may be delisted\n",
      "- XCO: No data found for this date range, symbol may be delisted\n",
      "- XCOM: Data doesn't exist for startDate = 1442203200, endDate = 1452920400\n",
      "- XFN: No data found for this date range, symbol may be delisted\n",
      "- XFN: No data found for this date range, symbol may be delisted\n",
      "- XGTI: No data found for this date range, symbol may be delisted\n",
      "- XGTI: No data found for this date range, symbol may be delisted\n",
      "- XGTI: No data found for this date range, symbol may be delisted\n",
      "- XIDE: No data found for this date range, symbol may be delisted\n",
      "- XIDE: No data found for this date range, symbol may be delisted\n",
      "- XLRT: No data found for this date range, symbol may be delisted\n",
      "- XLRT: No data found for this date range, symbol may be delisted\n",
      "- XLRT: No data found for this date range, symbol may be delisted\n",
      "- XLRT: No data found for this date range, symbol may be delisted\n",
      "- XLS: No data found for this date range, symbol may be delisted\n",
      "- XLS: No data found for this date range, symbol may be delisted\n",
      "- XLS: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- XNNC: No data found for this date range, symbol may be delisted\n",
      "- XNNC: No data found for this date range, symbol may be delisted\n",
      "- XNPT: No data found for this date range, symbol may be delisted\n",
      "- XNPT: No data found for this date range, symbol may be delisted\n",
      "- XNPT: No data found for this date range, symbol may be delisted\n",
      "- XNPT: No data found for this date range, symbol may be delisted\n",
      "- XNRG: No data found for this date range, symbol may be delisted\n",
      "- XNRG: No data found for this date range, symbol may be delisted\n",
      "- XNWK: No data found for this date range, symbol may be delisted\n",
      "- XNWK: No data found for this date range, symbol may be delisted\n",
      "- XNWK: No data found for this date range, symbol may be delisted\n",
      "- XNWK: No data found for this date range, symbol may be delisted\n",
      "- XON: No data found, symbol may be delisted\n",
      "- XON: No data found, symbol may be delisted\n",
      "- XON: No data found, symbol may be delisted\n",
      "- XOOM: No data found for this date range, symbol may be delisted\n",
      "- XOOM: No data found for this date range, symbol may be delisted\n",
      "- XPWR: No data found for this date range, symbol may be delisted\n",
      "- XPWR: No data found for this date range, symbol may be delisted\n",
      "- XPWR: No data found for this date range, symbol may be delisted\n",
      "- XTEX: No data found for this date range, symbol may be delisted\n",
      "- XTEX: No data found for this date range, symbol may be delisted\n",
      "- XTEX: No data found for this date range, symbol may be delisted\n",
      "- XTEX: No data found for this date range, symbol may be delisted\n",
      "- XTLY: No data found for this date range, symbol may be delisted\n",
      "- XTOG: No data found for this date range, symbol may be delisted\n",
      "- XTOG: No data found for this date range, symbol may be delisted\n",
      "- XTOG: No data found for this date range, symbol may be delisted\n",
      "- XTRN: No data found for this date range, symbol may be delisted\n",
      "- XTRN: No data found for this date range, symbol may be delisted\n",
      "- XTXI: No data found for this date range, symbol may be delisted\n",
      "- XTXI: No data found for this date range, symbol may be delisted\n",
      "- XWES: No data found for this date range, symbol may be delisted\n",
      "- XWES: No data found for this date range, symbol may be delisted\n",
      "- XXAAN: No data found, symbol may be delisted\n",
      "- XXAAO: No data found for this date range, symbol may be delisted\n",
      "- XXAAO: No data found for this date range, symbol may be delisted\n",
      "- XXAAO: No data found for this date range, symbol may be delisted\n",
      "- XXAAO: No data found for this date range, symbol may be delisted\n",
      "- XXBNA: No data found for this date range, symbol may be delisted\n",
      "- XXBNA: No data found for this date range, symbol may be delisted\n",
      "- XXBNA: No data found for this date range, symbol may be delisted\n",
      "- XXBNA: No data found for this date range, symbol may be delisted\n",
      "- XXBNB: No data found, symbol may be delisted\n",
      "- XXBNB: No data found, symbol may be delisted\n",
      "- XXBNB: No data found, symbol may be delisted\n",
      "- XXBNB: No data found, symbol may be delisted\n",
      "- XXIA: No data found for this date range, symbol may be delisted\n",
      "- XXIA: No data found for this date range, symbol may be delisted\n",
      "- XXIA: No data found for this date range, symbol may be delisted\n",
      "- XXIA: No data found for this date range, symbol may be delisted\n",
      "- YDKN: No data found for this date range, symbol may be delisted\n",
      "- YDKN: No data found for this date range, symbol may be delisted\n",
      "- YDKN: No data found for this date range, symbol may be delisted\n",
      "- YDKN: No data found for this date range, symbol may be delisted\n",
      "- YDLE: No data found, symbol may be delisted\n",
      "- YECO: No data found for this date range, symbol may be delisted\n",
      "- YEVN: Data doesn't exist for startDate = 1379131200, endDate = 1389848400\n",
      "- YEVN: Data doesn't exist for startDate = 1410580800, endDate = 1421298000\n",
      "- YHOO: No data found for this date range, symbol may be delisted\n",
      "- YHOO: No data found for this date range, symbol may be delisted\n",
      "- YHOO: No data found for this date range, symbol may be delisted\n",
      "- YHOO: No data found for this date range, symbol may be delisted\n",
      "- YOD: No data found for this date range, symbol may be delisted\n",
      "- YOD: No data found for this date range, symbol may be delisted\n",
      "- YOD: No data found for this date range, symbol may be delisted\n",
      "- YOD: No data found for this date range, symbol may be delisted\n",
      "- YONG: No data found for this date range, symbol may be delisted\n",
      "- YONG: No data found for this date range, symbol may be delisted\n",
      "- YTFD: Data doesn't exist for startDate = 1356498000, endDate = 1367208000\n",
      "- YTFD: Data doesn't exist for startDate = 1387170000, endDate = 1397880000\n",
      "- YTFD: Data doesn't exist for startDate = 1419310800, endDate = 1430020800\n",
      "- YTFD: Data doesn't exist for startDate = 1450674000, endDate = 1461384000\n",
      "- YTRV: No data found, symbol may be delisted\n",
      "- YUME: No data found for this date range, symbol may be delisted\n",
      "- YUME: No data found for this date range, symbol may be delisted\n",
      "- YUME: No data found for this date range, symbol may be delisted\n",
      "- Z: Data doesn't exist for startDate = 1353474000, endDate = 1364184000\n",
      "- Z: Data doesn't exist for startDate = 1384664400, endDate = 1395374400\n",
      "- Z: Data doesn't exist for startDate = 1416114000, endDate = 1426824000\n",
      "- ZAXS: No data found for this date range, symbol may be delisted\n",
      "- ZAXS: No data found for this date range, symbol may be delisted\n",
      "- ZAXS: No data found for this date range, symbol may be delisted\n",
      "- ZAXS: No data found for this date range, symbol may be delisted\n",
      "- ZBB: No data found for this date range, symbol may be delisted\n",
      "- ZBB: No data found for this date range, symbol may be delisted\n",
      "- ZBB: No data found for this date range, symbol may be delisted\n",
      "- ZBB: No data found for this date range, symbol may be delisted\n",
      "- ZEEZ: No data found, symbol may be delisted\n",
      "- ZEEZ: No data found, symbol may be delisted\n",
      "- ZEEZ: No data found, symbol may be delisted\n",
      "- ZEEZ: No data found, symbol may be delisted\n",
      "- ZEP: No data found for this date range, symbol may be delisted\n",
      "- ZEP: No data found for this date range, symbol may be delisted\n",
      "- ZFC: No data found for this date range, symbol may be delisted\n",
      "- ZFC: No data found for this date range, symbol may be delisted\n",
      "- ZFC: No data found for this date range, symbol may be delisted\n",
      "- ZFC: No data found for this date range, symbol may be delisted\n",
      "- ZHNE: No data found for this date range, symbol may be delisted\n",
      "- ZHNE: No data found for this date range, symbol may be delisted\n",
      "- ZHNE: No data found for this date range, symbol may be delisted\n",
      "- ZHNE: No data found for this date range, symbol may be delisted\n",
      "- ZHNP: No data found, symbol may be delisted\n",
      "- ZIGO: No data found for this date range, symbol may be delisted\n",
      "- ZINC: No data found for this date range, symbol may be delisted\n",
      "- ZINC: No data found for this date range, symbol may be delisted\n",
      "- ZINC: No data found for this date range, symbol may be delisted\n",
      "- ZINC: No data found for this date range, symbol may be delisted\n",
      "- ZINN: No data found, symbol may be delisted\n",
      "- ZIPR: No data found for this date range, symbol may be delisted\n",
      "- ZIPR: No data found for this date range, symbol may be delisted\n",
      "- ZLC: No data found for this date range, symbol may be delisted\n",
      "- ZLCS: No data found for this date range, symbol may be delisted\n",
      "- ZLCS: No data found for this date range, symbol may be delisted\n",
      "- ZLCS: No data found for this date range, symbol may be delisted\n",
      "- ZLCS: No data found for this date range, symbol may be delisted\n",
      "- ZLTQ: No data found for this date range, symbol may be delisted\n",
      "- ZLTQ: No data found for this date range, symbol may be delisted\n",
      "- ZLTQ: No data found for this date range, symbol may be delisted\n",
      "- ZLTQ: No data found for this date range, symbol may be delisted\n",
      "- ZMH: Data doesn't exist for startDate = 1353906000, endDate = 1364616000\n",
      "- ZMH: Data doesn't exist for startDate = 1385528400, endDate = 1396238400\n",
      "- ZMH: Data doesn't exist for startDate = 1416632400, endDate = 1427342400\n",
      "- ZMH: Data doesn't exist for startDate = 1448686800, endDate = 1459396800\n",
      "- ZOOM: No data found for this date range, symbol may be delisted\n",
      "- ZOOM: No data found for this date range, symbol may be delisted\n",
      "- ZP: No data found for this date range, symbol may be delisted\n",
      "- ZP: No data found for this date range, symbol may be delisted\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "- ZP: No data found for this date range, symbol may be delisted\n",
      "- ZP: No data found for this date range, symbol may be delisted\n",
      "- ZQK: No data found for this date range, symbol may be delisted\n",
      "- ZQK: No data found for this date range, symbol may be delisted\n",
      "- ZQK: No data found for this date range, symbol may be delisted\n",
      "- ZQK: No data found for this date range, symbol may be delisted\n",
      "- ZSPH: No data found, symbol may be delisted\n",
      "- ZTM: No data found for this date range, symbol may be delisted\n",
      "- ZTM: No data found for this date range, symbol may be delisted\n",
      "- ZTM: No data found for this date range, symbol may be delisted\n",
      "- ZTM: No data found for this date range, symbol may be delisted\n",
      "- ZU: No data found, symbol may be delisted\n",
      "- ZU: No data found, symbol may be delisted\n",
      "- ZYNX: No data found for this date range, symbol may be delisted\n",
      "- ZYNX: No data found for this date range, symbol may be delisted\n",
      "- ZYNX: No data found for this date range, symbol may be delisted\n",
      "- ZYNX: No data found for this date range, symbol may be delisted\n"
     ]
    }
   ],
   "source": [
    "yf_data, missing = [], []\n",
    "for i, (symbol, dates) in enumerate(filing_index.groupby('ticker').date_filed, 1):\n",
    "    \n",
    "    if i % 250 == 0:\n",
    "        print(i, len(yf_data), len(set(missing)), flush=True)\n",
    "    \n",
    "    ticker = yf.Ticker(symbol)\n",
    "    for filing, date in dates.to_dict().items():\n",
    "        start = date - timedelta(days=93)\n",
    "        end = date + timedelta(days=31)\n",
    "        df = ticker.history(start=start, end=end)\n",
    "        if df.empty:\n",
    "            missing.append(symbol)\n",
    "        else:\n",
    "            yf_data.append(df.assign(ticker=symbol, filing=filing))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "yf_data = pd.concat(yf_data).rename(columns=str.lower)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T02:49:14.708479Z",
     "start_time": "2020-06-22T02:49:14.560135Z"
    }
   },
   "outputs": [],
   "source": [
    "yf_data.to_hdf(results_path / 'sec_returns.h5', 'data/yfinance')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T02:49:15.280860Z",
     "start_time": "2020-06-22T02:49:15.233219Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3956"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "yf_data.ticker.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T02:49:15.676534Z",
     "start_time": "2020-06-22T02:49:15.594623Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 1176354 entries, 2013-09-17 to 2013-03-06\n",
      "Data columns (total 9 columns):\n",
      " #   Column        Non-Null Count    Dtype  \n",
      "---  ------        --------------    -----  \n",
      " 0   open          1176319 non-null  float64\n",
      " 1   high          1176319 non-null  float64\n",
      " 2   low           1176319 non-null  float64\n",
      " 3   close         1176319 non-null  float64\n",
      " 4   volume        1176319 non-null  float64\n",
      " 5   dividends     1176354 non-null  float64\n",
      " 6   stock splits  1176354 non-null  float64\n",
      " 7   ticker        1176354 non-null  object \n",
      " 8   filing        1176354 non-null  int64  \n",
      "dtypes: float64(7), int64(1), object(1)\n",
      "memory usage: 89.7+ MB\n"
     ]
    }
   ],
   "source": [
    "yf_data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get (some) missing prices from Quandl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T02:49:25.386378Z",
     "start_time": "2020-06-22T02:49:25.327514Z"
    }
   },
   "outputs": [],
   "source": [
    "to_do = (filing_index.loc[~filing_index.ticker.isin(yf_data.ticker.unique()), \n",
    "                          ['ticker', 'date_filed']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T02:49:25.786934Z",
     "start_time": "2020-06-22T02:49:25.782570Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Timestamp('2013-01-03 00:00:00')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "to_do.date_filed.min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T02:51:30.683737Z",
     "start_time": "2020-06-22T02:51:27.919756Z"
    }
   },
   "outputs": [],
   "source": [
    "quandl_tickers = (pd.read_hdf('../data/assets.h5', 'quandl/wiki/prices')\n",
    "                  .loc[idx['2012':, :], :]\n",
    "                  .index.unique('ticker'))\n",
    "quandl_tickers = list(set(quandl_tickers).intersection(set(to_do.ticker)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T02:51:34.568889Z",
     "start_time": "2020-06-22T02:51:34.565171Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "813"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(quandl_tickers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T02:51:36.124860Z",
     "start_time": "2020-06-22T02:51:36.114893Z"
    }
   },
   "outputs": [],
   "source": [
    "to_do = filing_index.loc[filing_index.ticker.isin(quandl_tickers), ['ticker', 'date_filed']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T02:51:36.362020Z",
     "start_time": "2020-06-22T02:51:36.355636Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 2823 entries, 1 to 22625\n",
      "Data columns (total 2 columns):\n",
      " #   Column      Non-Null Count  Dtype         \n",
      "---  ------      --------------  -----         \n",
      " 0   ticker      2823 non-null   object        \n",
      " 1   date_filed  2823 non-null   datetime64[ns]\n",
      "dtypes: datetime64[ns](1), object(1)\n",
      "memory usage: 66.2+ KB\n"
     ]
    }
   ],
   "source": [
    "to_do.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T02:51:52.047015Z",
     "start_time": "2020-06-22T02:51:52.044624Z"
    }
   },
   "outputs": [],
   "source": [
    "ohlcv = ['adj_open', 'adj_high', 'adj_low', 'adj_close', 'adj_volume']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T02:52:11.348993Z",
     "start_time": "2020-06-22T02:51:52.251454Z"
    }
   },
   "outputs": [],
   "source": [
    "quandl = (pd.read_hdf('../data/assets.h5', 'quandl/wiki/prices')\n",
    "          .loc[idx['2012': , quandl_tickers], ohlcv]\n",
    "          .rename(columns=lambda x: x.replace('adj_', '')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T02:52:11.381348Z",
     "start_time": "2020-06-22T02:52:11.350450Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "MultiIndex: 927555 entries, (Timestamp('2012-01-02 00:00:00'), 'TAM') to (Timestamp('2018-03-26 00:00:00'), 'XON')\n",
      "Data columns (total 5 columns):\n",
      " #   Column  Non-Null Count   Dtype  \n",
      "---  ------  --------------   -----  \n",
      " 0   open    927210 non-null  float64\n",
      " 1   high    927520 non-null  float64\n",
      " 2   low     927520 non-null  float64\n",
      " 3   close   927555 non-null  float64\n",
      " 4   volume  927555 non-null  float64\n",
      "dtypes: float64(5)\n",
      "memory usage: 39.1+ MB\n"
     ]
    }
   ],
   "source": [
    "quandl.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T02:53:47.382315Z",
     "start_time": "2020-06-22T02:52:14.153220Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 200 300 400 500 600 700 800 "
     ]
    }
   ],
   "source": [
    "quandl_data = []\n",
    "for i, (symbol, dates) in enumerate(to_do.groupby('ticker').date_filed, 1):\n",
    "    if i % 100 == 0:\n",
    "        print(i, end=' ', flush=True)\n",
    "    for filing, date in dates.to_dict().items():\n",
    "        start = date - timedelta(days=93)\n",
    "        end = date + timedelta(days=31)\n",
    "        quandl_data.append(quandl.loc[idx[start:end, symbol], :].reset_index('ticker').assign(filing=filing))\n",
    "quandl_data = pd.concat(quandl_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T02:53:47.434118Z",
     "start_time": "2020-06-22T02:53:47.386683Z"
    }
   },
   "outputs": [],
   "source": [
    "quandl_data.to_hdf(results_path / 'sec_returns.h5', 'data/quandl')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Combine, clean and persist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T02:53:47.686038Z",
     "start_time": "2020-06-22T02:53:47.436574Z"
    }
   },
   "outputs": [],
   "source": [
    "data = (pd.read_hdf(results_path / 'sec_returns.h5', 'data/yfinance')\n",
    "        .drop(['dividends', 'stock splits'], axis=1)\n",
    "        .append(pd.read_hdf(results_path / 'sec_returns.h5',\n",
    "                            'data/quandl')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T02:53:47.719188Z",
     "start_time": "2020-06-22T02:53:47.687523Z"
    }
   },
   "outputs": [],
   "source": [
    "data = data.loc[:, ['filing', 'ticker', 'open', 'high', 'low', 'close', 'volume']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T02:53:47.806668Z",
     "start_time": "2020-06-22T02:53:47.721530Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 1405358 entries, 2013-09-17 to 2015-01-23\n",
      "Data columns (total 7 columns):\n",
      " #   Column  Non-Null Count    Dtype  \n",
      "---  ------  --------------    -----  \n",
      " 0   filing  1405358 non-null  int64  \n",
      " 1   ticker  1405358 non-null  object \n",
      " 2   open    1405304 non-null  float64\n",
      " 3   high    1405322 non-null  float64\n",
      " 4   low     1405322 non-null  float64\n",
      " 5   close   1405323 non-null  float64\n",
      " 6   volume  1405323 non-null  float64\n",
      "dtypes: float64(5), int64(1), object(1)\n",
      "memory usage: 85.8+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T02:53:48.035393Z",
     "start_time": "2020-06-22T02:53:47.808937Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "filing    16758\n",
       "ticker     4764\n",
       "dtype: int64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[['filing', 'ticker']].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T02:53:48.211503Z",
     "start_time": "2020-06-22T02:53:48.040510Z"
    }
   },
   "outputs": [],
   "source": [
    "data.to_hdf(results_path / 'sec_returns.h5', 'prices')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Copy filings with stock price data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:02:59.088578Z",
     "start_time": "2020-06-22T19:02:58.861897Z"
    }
   },
   "outputs": [],
   "source": [
    "data = pd.read_hdf(results_path / 'sec_returns.h5', 'prices')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:03:01.187558Z",
     "start_time": "2020-06-22T19:03:01.171834Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16758"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "filings_with_data = data.filing.unique()\n",
    "len(filings_with_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Remove short and long sentences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:22:39.070246Z",
     "start_time": "2020-06-22T19:22:39.067886Z"
    }
   },
   "outputs": [],
   "source": [
    "min_sentence_length = 5\n",
    "max_sentence_length = 50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:26:18.599753Z",
     "start_time": "2020-06-22T19:22:46.767781Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "500 1000 1500 2000 2500 3000 3500 4000 4500 5000 5500 6000 6500 7000 7500 8000 8500 9000 9500 10000 10500 11000 11500 12000 12500 13000 13500 14000 14500 15000 15500 16000 16500 "
     ]
    }
   ],
   "source": [
    "sent_length = Counter()\n",
    "for i, idx in enumerate(filings_with_data, 1):\n",
    "    if i % 500 == 0:\n",
    "        print(i, end=' ', flush=True)\n",
    "    text = pd.read_csv(data_path / 'selected_sections' / f'{idx}.csv').text\n",
    "    sent_length.update(text.str.split().str.len().tolist())\n",
    "    text = text[text.str.split().str.len().between(min_sentence_length, max_sentence_length)]\n",
    "    text = '\\n'.join(text.tolist())\n",
    "    with (selected_section_path / f'{idx}.txt').open('w') as f:\n",
    "        f.write(text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:26:18.605875Z",
     "start_time": "2020-06-22T19:26:18.601226Z"
    }
   },
   "outputs": [],
   "source": [
    "sent_length = pd.Series(dict(sent_length.most_common()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:26:19.655271Z",
     "start_time": "2020-06-22T19:26:18.607261Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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tVVlZmb788suYLhgAAAA4Uq4luLKyUpmZmZKkoUOHqrq6Orxt+/btGjhwoHr37q2kpCQNHz5cGzdujN1qAQAAgHYQZ4wxLb1g9uzZGjt2rEaOHClJGjVqlCoqKpSQkKCNGzdq6dKleuihhyRJDz/8sE466SRdddVVUf+8ESNG6Cc/+Uk7fgkAAADA9x1//PF66qmnHLcluIX9fr8CgUD4cSgUUkJCguO2QCCgnj17tvjnvfPOO1aLBgAAAGLF9XKIjIwMrVu3TpJUVVWltLS08LbU1FTt3LlT+/btUzAY1MaNGzVs2LDYrRYAAABoB66XQ4RCIRUWFmrr1q0yxqi4uFgfffSR6urqlJOTo9WrV+uxxx6TMUbZ2dmaPHlyR60dAAAAaBPXEgwAAAAca7hZBgAAADyHEgwAAADPoQQDAADAc1w/Iq2j/PrXvw5/vFr//v21cOFCq9zjjz+u1atXq6GhQbm5uS1+RvHhXnzxRf3973+XJH333XfasmWL1q9fr169erWYa2hoUF5enmpqahQfH6/58+crNTXVdX/BYFB33XWXPv/8c/n9fs2dO1eDBg1qMbNp0yY98MADKi0t1c6dO5WXl6e4uDidcsopuvvuuxUfH/3fMIdnJWnVqlV67bXX9Kc//cl6n1u2bNH8+fPl8/mUlJSke++9V3379nXNbdu2TQUFBTLG6LTTTlNBQYF8Pp/VOiWpvLxcS5cuVVlZmdU6N2/erBkzZoS/n7m5uRo/frxVds+ePZozZ47279+vpqYm3XfffRo4cKBr7vbbb9dXX30lSaqpqdFZZ52lBx980DW3ZcsW3X333fL5fBo0aJAWLFgQ9e8x8mu8++67lZSUpPT0dM2ePdsx19DQoPz8fNXU1CgYDOr666/XkCFDXGfHKTdmzBhJUnFxsU4++WTl5uZa7e+kk05ynRunXEpKitXctLTWlmbHKffjH//YdXacckOHDnWdG6fcK6+8YjU30b6vbrMT7Wt0m52mpibNmTNHO3bskM/n08KFC2WMsTrmOGUPfS9amh2nXCAQcJ0dp1wwGHSdnZbW6XbMccp+++23rrPjlOvRo4fr7DjlHnzwQdfZifY9tTnmRPsabY47e/bs0RVXXKGnn35aCQkJrXqvOjx76L20pblxygWDQev3qsNzxhjr9yqnddq8V0Vm6+vrrd+vDs/16dPH+r3q8Nyjjz5q/V4V+T21fa9y+hpt5iay982YMcNqdqL1RZu5+R7TCdTX15vLL7+81bm3337bXHfddaapqcnU1taaRx55pE37LywsNMuWLbN67apVq8wtt9xijDHmzTffNDfddJNVrrS01MyZM8cYY8z27dvNNddc0+Lrn3jiCXPppZeaq666yhhjzHXXXWfefvttY4wxBQUF5p///Kd1dv78+WbcuHHmtttua9U+J0+ebD766CNjjDEvvPCCKS4utspdf/315t133zXGGDNr1qyoa43MGWPMRx99ZKZNm9bsObfc8uXLzVNPPdXi1xYtO2vWLLNy5UpjjDEbNmwwa9assV6rMcbs27fP/OpXvzK7d++2yt1www1m7dq1xhhj/vCHP5jXX3/dKjdhwgRTWVlpjDFm0aJF5qWXXnLMrVixwhQVFRljjPn666/NyJEjrWbHKbdnzx4zffp0M2bMGPP8889b789mbpxytnPjlDXGfXaccjaz45SzmZto6zTGfW6csjaz45SzmZ1Vq1aZvLw8Y8zB4+qMGTOsjzlOWZvZccrZzI5TzmZ2nHLG2B1znLI2s+OUs5mdaGs1puXZccrZHnOcsjazEwwGzQ033GDGjh1rtm3b1qr3qsiszdw45WzfqyJztsecyJwxdnPjlLV9v4rM2b5XOa3VGPdjTmTOdm6csjZz49T7bGbHKWc7N046xeUQH3/8sQ4cOKBrrrlG06ZNU1VVlVXuzTffVFpamm688UbNmDFDo0aNavW+P/zwQ23btk05OTlWrz/55JPV1NSkUCik2tra8I1D3Gzbtk0XXHCBJGnw4MHavn17i68fOHCgFi9eHH68efNmnXvuuZKkCy64QG+99ZZ1NiMjQ4WFha5rjMwtWrRI6enpkg6eJejWrZtVbvHixTrnnHMUDAb15Zdf6gc/+IFVbu/evXrggQeUn5/fqnVWV1dr7dq1mjx5svLz81VbW2ud/fe//63du3fr6quvVnl5efh77JY7/GudMmWKfvjDH1rl0tPTtW/fPhljFAgEos5PZG737t3KyMiQdPDvs7Ky0jH3y1/+Urfeemv4sc/ns5odp1wgENDNN9+syy+/3HFf0XI2c+OUs50bp6zN7DjlbGbHKWczN065Q9zmxilrMztOOZvZueiiizR//nxJ0q5du9S3b1/rY45T1mZ2nHI2s+OUs5kdp5ztMccpazM7Tjmb2XHKHdLS7DjlbI85Tlmb2bn33ns1ceLE8Hpa814VmbWZG6ec7XtVZM72mBOZs50bp6zt+1Vkzva9KjJ3iNsxJzJnOzdOWZu5cep9NrPjlLOdGyedogR3795d06dP11NPPaV77rlHd9xxhxobG11ze/fuVXV1tR5++OFwzrTyE98ef/xx3XjjjdavP+6441RTU6OLL75YBQUFmjp1qlUuPT1da9askTFGVVVV2r17t5qamqK+fty4cc2GzhijuLg4SVKPHj307bffWmfHjx8fzrYkMnf4/3xLly7V1VdfbZXz+XyqqanRpZdeqr179+rkk092zTU1NWn27NnKz89Xjx49WrXOM888U3feeaeee+45DRgwQI899ph1tqamRr169dJf/vIX9evXT08++aRVTjr4458NGzboiiuusN7foR8rXXzxxdqzZ49GjBhhlRswYIDeffddSdKaNWt04MABx1yPHj3k9/tVW1urW265RbfddpvV7DjlBgwYoLPOOivq1xYtZzM3TjnbuYnM3nrrrVaz47RPm9lxytnMjVNOspsbp6zN7ET7e7SZnYSEBM2aNUvz58/XuHHjWnXMiczazI5TzvaYE5mznZ3Dc2PHjrU+5jjt0/a4E5mzPeZE5iS72YnM2R5znLJus/Piiy/qhBNOUGZmZvg527lxytrMjVPOZm6ccjZzE5kLhULWc+O0T5u5ccrZzI1TTnKfG6ec7dxE+3t0O+Y49T6b2XHK9evXz+p446hV541j5LvvvjMHDhwIP87Ozja7du1yzd1///3Nfqxw2WWXma+++sp6v9988425+OKLW7XW4uJi88ADDxhjjNm1a5fJysoy9fX1rrmGhgazYMECM2XKFLNo0SKTnZ3tmvn888/DP2rJzMwMP79q1Spzzz33WGeNOfjjLbfLIZxyK1euNJdeeqn573//26rcIcuXLzd33nmna27Tpk1m/PjxZsqUKeaqq64yw4YNC/9Y121/33zzTfj5Tz/91EybNs16reedd575+uuvjTHGbN682fzud7+z/hqXLl1qlixZ0uK+InM///nPzdatW8P5wsJCq9yhS2h+//vfm0ceecQsWLAgam7Xrl1mwoQJ5m9/+5sxxn52InOHPPLIIy3+iMkpZzM30fZnjPvcHJ5tzexE7tN2diJztnPj9DXazk1k1nZ2InOtmR1jjPniiy/MqFGjzNlnnx1+zuaYc3g2EAgYY9xnxylne8xx2p8x7rNzKPezn/3MjB492vqYE7nP//3vf+HnbI47h3IjRoywPuYcngsEAtazE7k/22NOZHbLli0tzs6kSZPM5MmTzZQpU8zw4cNNdna2SU9PD29vaW6csl988YUxpuW5iZZzm5uW9mdM9LmJzJ166qlmzJgxVnPjts9oc+OUO+OMM1znJtr+3ObGKXf66adbzY1T9p133nE95jj1vtNOOy38ONrstNQXbY83h+sUZ4JXrFihkpISSQdPo9fW1urEE090zQ0fPlz/+te/ZIzR7t27deDAAfXp08d6v++9957OO++8Vq21V69e4Quye/furcbGxhbP6B7y4Ycfavjw4SotLdVFF12kAQMGtGq/P/3pT/XOO+9IktatW6ezzz67Vfm2+Mc//qGlS5eqtLS0VeudMWOGPvvsM0kH/zXX0sX0h5x55plauXKlSktLtWjRIg0ZMkSzZ8+22t/06dP1wQcfSJI2bNig008/3Xqtw4cP1xtvvCHp4DwMGTLEOrthw4bwJS62evfuLb/fL+ng2Yv9+/db5d544w0VFxfriSee0L59+3T++ec7vu6rr77SNddcoz/+8Y+68sorJdnNjlPOhlPOZm6ccrZzE5m1nR2nfdrMjlPOZm6ifU9t5sYpazM7Tjmb2XnppZf0+OOPS5KSk5MVFxenM844w+qY45SN9stFbrlVq1a5zo5T7qabbnKdnchc37599eqrr1odc6Lt0212nHLnnnuu6+xE+566zY5Trk+fPlbHHKfs2rVrW5yd5557Lvz3lZ6ernvvvVcXXHCB1dw4ZW3e951yb731luvcOOUKCgpc5yYyt3LlSlVUVFjNjdM+b7jhBte5ccqNHj3adW6ifU/d5sYp179/f6u5ccpu3rzZ9Zjj1PvOP/9819lpa1+MplN8OsSVV16pu+66S7m5uYqLi1NxcbHVtbajR4/We++9pyuvvFLGGM2dO9fq4HvIjh071L9//1at9eqrr1Z+fr4mTZqkhoYG3X777TruuONccykpKXr44Yf19NNPq2fPnlqwYEGr9jtr1iwVFBRo0aJFGjx4cPjHY7HS1NSkBQsWqF+/frr55pslSeecc45uueUW1+y1116rvLw8JSYmKjk5WUVFRTFda2FhoebPn6/ExET17ds3fF2bjVmzZmnOnDlatmyZ/H6/66dnHG7Hjh2t/sdMUVGRbr/9diUkJCgxMdF6rSkpKbr22muVnJysESNGaOTIkY6v+/Of/6z9+/dryZIlWrJkiSRp9uzZKioqanF2nHJPPvmkunfv3uK6InNNTU369NNPddJJJ7U4N077u+2226zmpr3WKkl5eXkqLi5ucXacciUlJa5zE22dNnPjlLWZHafcb3/7W9fZGTt2rO666y5NnjxZjY2Nys/PV2pqqtUxxykb7ZpMt1x+fr7rMccpd8IJJ7jOTlvXGS3br18/1+OOUy49Pd11dqKt1W12nHJ9+vSxOuY4ZePj462OO4fr6PeqUCjUZd6rpLa/X3WV9yrJ7v3Kqfcdf/zxrrPT1r4YDbdNBgAAgOd0isshAAAAgI5ECQYAAIDnUIIBAADgOZRgAAAAeA4lGAAAAJ5DCQYAAIDnUIIBAADgOf8HLjE/B2RxcZgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style(\"white\"):\n",
    "    sent_length.sort_index().cumsum().div(sent_length.sum()).loc[5:51].plot.bar(figsize=(12, 4), rot=0)\n",
    "    sns.despine();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:26:20.145094Z",
     "start_time": "2020-06-22T19:26:19.657468Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with sns.axes_style(\"white\"):\n",
    "    sent_length.sort_index().loc[:50].plot.bar(figsize=(14, 4))\n",
    "    sns.despine();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create bi- and trigrams"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Combine all filings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T03:39:35.198855Z",
     "start_time": "2020-06-22T03:39:31.710885Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1827326308"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "files = selected_section_path.glob('*.txt')\n",
    "texts = [f.read_text() for f in files]\n",
    "unigrams = ngram_path / 'ngrams_1.txt'\n",
    "unigrams.write_text('\\n'.join(texts))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T03:39:40.605448Z",
     "start_time": "2020-06-22T03:39:39.271148Z"
    }
   },
   "outputs": [],
   "source": [
    "texts = unigrams.read_text()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T04:39:14.919121Z",
     "start_time": "2020-06-22T03:39:41.524496Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                         mean    size\n",
      "phrase                               \n",
      "year ended           0.824560  456420\n",
      "results operations   0.727928  390446\n",
      "table contents       0.946177  341318\n",
      "company s            0.588563  312218\n",
      "financial condition  0.768172  310234\n",
      "\n",
      "\tDuration:  00:30:36\n",
      "                                            mean    size\n",
      "phrase                                                  \n",
      "year_ended december                     0.803816  397878\n",
      "financial_condition results_operations  0.781534  145569\n",
      "material_adverse effect                 0.876534  130986\n",
      "net income                              0.506277  130149\n",
      "interest income                         0.558110  101746\n",
      "\n",
      "\tDuration:  00:59:33\n"
     ]
    }
   ],
   "source": [
    "n_grams = []\n",
    "start = time()\n",
    "for i, n in enumerate([2, 3]):\n",
    "    sentences = LineSentence(ngram_path / f'ngrams_{n-1}.txt')\n",
    "    phrases = Phrases(sentences=sentences,\n",
    "                      min_count=25,  # ignore terms with a lower count\n",
    "                      threshold=0.5,  # accept phrases with higher score\n",
    "                      max_vocab_size=4000000,  # prune of less common words to limit memory use\n",
    "                      delimiter=b'_',  # how to join ngram tokens\n",
    "                      scoring='npmi')\n",
    "\n",
    "    s = pd.DataFrame([[k.decode('utf-8'), v] for k, v in phrases.export_phrases(sentences)], \n",
    "                     columns=['phrase', 'score']).assign(length=n)\n",
    "\n",
    "    n_grams.append(s.groupby('phrase').score.agg(['mean', 'size']))\n",
    "    print(n_grams[-1].nlargest(5, columns='size'))\n",
    "    \n",
    "    grams = Phraser(phrases)\n",
    "    sentences = grams[sentences]\n",
    "    (ngram_path / f'ngrams_{n}.txt').write_text('\\n'.join([' '.join(s) for s in sentences]))\n",
    "    \n",
    "    src_dir = results_path / f'ngrams_{n-1}'\n",
    "    target_dir = results_path / f'ngrams_{n}'\n",
    "    if not target_dir.exists():\n",
    "        target_dir.mkdir()\n",
    "    \n",
    "    for f in src_dir.glob('*.txt'):\n",
    "        text = LineSentence(f)\n",
    "        text = grams[text]\n",
    "        (target_dir / f'{f.stem}.txt').write_text('\\n'.join([' '.join(s) for s in text]))\n",
    "    print('\\n\\tDuration: ', format_time(time() - start))\n",
    "\n",
    "n_grams = pd.concat(n_grams).sort_values('size', ascending=False)          \n",
    "n_grams.to_parquet(results_path / 'ngrams.parquet')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T04:39:14.994950Z",
     "start_time": "2020-06-22T04:39:14.920608Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "phrase\n",
       "1    28613\n",
       "2     9966\n",
       "3     2336\n",
       "dtype: int64"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "n_grams.groupby(n_grams.index.str.replace('_', ' ').str.count(' ')).size()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Convert filings to integer sequences based on token count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:26:25.585440Z",
     "start_time": "2020-06-22T19:26:20.146364Z"
    }
   },
   "outputs": [],
   "source": [
    "sentences = (ngram_path / 'ngrams_3.txt').read_text().split('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:26:25.589304Z",
     "start_time": "2020-06-22T19:26:25.586851Z"
    }
   },
   "outputs": [],
   "source": [
    "n = len(sentences)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:27:30.688939Z",
     "start_time": "2020-06-22T19:26:25.590675Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.5% 6.9% 10.4% 13.9% 17.4% 20.8% 24.3% 27.8% 31.3% 34.7% 38.2% 41.7% 45.2% 48.6% 52.1% 55.6% 59.1% 62.5% 66.0% 69.5% 73.0% 76.4% 79.9% 83.4% 86.8% 90.3% 93.8% 97.3% "
     ]
    }
   ],
   "source": [
    "token_cnt = Counter()\n",
    "for i, sentence in enumerate(sentences, 1):\n",
    "    if i % 500000 == 0:\n",
    "        print(f'{i/n:.1%}', end=' ', flush=True)\n",
    "    token_cnt.update(sentence.split())\n",
    "token_cnt = pd.Series(dict(token_cnt.most_common()))\n",
    "token_cnt = token_cnt.reset_index()\n",
    "token_cnt.columns = ['token', 'n']  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:27:30.757862Z",
     "start_time": "2020-06-22T19:27:30.691441Z"
    }
   },
   "outputs": [],
   "source": [
    "token_cnt.to_parquet(results_path / 'token_cnt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:27:30.773147Z",
     "start_time": "2020-06-22T19:27:30.759394Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count      205,447\n",
       "mean           919\n",
       "std         13,443\n",
       "min              1\n",
       "10%              1\n",
       "20%              2\n",
       "30%              4\n",
       "40%              6\n",
       "50%             12\n",
       "60%             25\n",
       "70%             40\n",
       "80%             82\n",
       "90%            269\n",
       "max      1,926,643\n",
       "Name: n, dtype: object"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "token_cnt.n.describe(deciles).apply(lambda x: f'{x:,.0f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:27:30.804426Z",
     "start_time": "2020-06-22T19:27:30.774500Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 205447 entries, 0 to 205446\n",
      "Data columns (total 2 columns):\n",
      " #   Column  Non-Null Count   Dtype \n",
      "---  ------  --------------   ----- \n",
      " 0   token   205447 non-null  object\n",
      " 1   n       205447 non-null  int64 \n",
      "dtypes: int64(1), object(1)\n",
      "memory usage: 3.1+ MB\n"
     ]
    }
   ],
   "source": [
    "token_cnt.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:27:30.825540Z",
     "start_time": "2020-06-22T19:27:30.805832Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>token</th>\n",
       "      <th>n</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>million</td>\n",
       "      <td>1926643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>business</td>\n",
       "      <td>1210252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>company</td>\n",
       "      <td>1061550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>products</td>\n",
       "      <td>1035118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>sales</td>\n",
       "      <td>864927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>net</td>\n",
       "      <td>853937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>including</td>\n",
       "      <td>794889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>market</td>\n",
       "      <td>794453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>costs</td>\n",
       "      <td>772244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>increase</td>\n",
       "      <td>756554</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       token        n\n",
       "0    million  1926643\n",
       "1   business  1210252\n",
       "2    company  1061550\n",
       "3   products  1035118\n",
       "4      sales   864927\n",
       "5        net   853937\n",
       "6  including   794889\n",
       "7     market   794453\n",
       "8      costs   772244\n",
       "9   increase   756554"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "token_cnt.nlargest(10, columns='n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:27:31.506472Z",
     "start_time": "2020-06-22T19:27:30.826647Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>token</th>\n",
       "      <th>n</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>million</td>\n",
       "      <td>1926643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>business</td>\n",
       "      <td>1210252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>company</td>\n",
       "      <td>1061550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>products</td>\n",
       "      <td>1035118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>sales</td>\n",
       "      <td>864927</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      token        n\n",
       "0   million  1926643\n",
       "1  business  1210252\n",
       "2   company  1061550\n",
       "3  products  1035118\n",
       "4     sales   864927"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "token_cnt.sort_values(by=['n', 'token'], ascending=[False, True]).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:27:32.301654Z",
     "start_time": "2020-06-22T19:27:31.507834Z"
    }
   },
   "outputs": [],
   "source": [
    "token_by_freq = token_cnt.sort_values(by=['n', 'token'], ascending=[False, True]).token\n",
    "token2id = {token: i for i, token in enumerate(token_by_freq, 3)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:27:32.306932Z",
     "start_time": "2020-06-22T19:27:32.303147Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "205447"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(token2id)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:27:32.325793Z",
     "start_time": "2020-06-22T19:27:32.310657Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "million 3\n"
     ]
    }
   ],
   "source": [
    "for token, i in token2id.items():\n",
    "    print(token, i)\n",
    "    break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:27:32.336630Z",
     "start_time": "2020-06-22T19:27:32.327597Z"
    }
   },
   "outputs": [],
   "source": [
    "def generate_sequences(min_len=100, max_len=20000, num_words=25000, oov_char=2):\n",
    "    if not vector_path.exists():\n",
    "        vector_path.mkdir()\n",
    "    seq_length = {}\n",
    "    skipped = 0\n",
    "    for i, f in enumerate((results_path / 'ngrams_3').glob('*.txt'), 1):\n",
    "        file_id = f.stem\n",
    "        text = f.read_text().split('\\n')\n",
    "        vector = [token2id[token] if token2id[token] + 2 < num_words else oov_char \n",
    "                  for line in text \n",
    "                  for token in line.split()]\n",
    "        vector = vector[:max_len]\n",
    "        if len(vector) < min_len:\n",
    "            skipped += 1\n",
    "            continue\n",
    "        seq_length[int(file_id)] = len(vector)\n",
    "        np.save(vector_path / f'{file_id}.npy', np.array(vector))\n",
    "    seq_length = pd.Series(seq_length)\n",
    "    return seq_length"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:29:02.153216Z",
     "start_time": "2020-06-22T19:27:32.339320Z"
    }
   },
   "outputs": [],
   "source": [
    "seq_length = generate_sequences()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:29:02.199960Z",
     "start_time": "2020-06-22T19:29:02.156609Z"
    }
   },
   "outputs": [],
   "source": [
    "pd.Series(seq_length).to_csv(results_path / 'seq_length.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:29:02.213507Z",
     "start_time": "2020-06-22T19:29:02.205313Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    16535.000000\n",
       "mean     10946.534079\n",
       "std       5217.391683\n",
       "min        121.000000\n",
       "10%       4088.200000\n",
       "20%       6159.000000\n",
       "30%       7804.000000\n",
       "40%       9229.600000\n",
       "50%      10687.000000\n",
       "60%      12124.600000\n",
       "70%      13782.400000\n",
       "80%      15908.600000\n",
       "90%      19190.000000\n",
       "max      20000.000000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seq_length.describe(deciles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:29:02.225012Z",
     "start_time": "2020-06-22T19:29:02.215880Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "181000941"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seq_length.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:29:05.143823Z",
     "start_time": "2020-06-22T19:29:02.229427Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Tpk0sW7aMb775hurVqzNs2DDb9oyMDF577TWKFy/O9OnTMZvNTJw4kdq1a7N8+XJWrFjBhQsX+PTTT4FroymKFSvGokWLmDlzJpMmTSItLS3XuqdOnZptiPyGDRts2zw9Pfnuu+8IDw+/aX2nT59mxIgRzJw5k+XLl+Po6EhWVtZt2/zRRx9hMplYvnw5q1atolSpUkyfPt22/cqVK3z11VcsWrSI+fPnc+zYMfbv38/06dP5+OOP+eabb2jVqhWRkZH07NmTqKgoMjMzAViyZAndunXLUeeaNWv497//nWP9li1b+Pjjj/n8889ZtWoVHTp04JVXXsFqtTJ+/HiqVavG999/z4wZM/j9999v27ZbfZ5Dhw6lffv2fPvtt4waNYrY2Nhcy5g6dSpjxoxh+fLlvPbaa2zduhWAt99+m0qVKvHDDz+wePFilixZQnx8PJ9//jmvvvoqS5cuZfXq1fz888/ZhvMDrFixgoMHD7J06VJWrlxJixYtso1qbdasGT/99NNt2yciUpB4eXkxZMgQ+vbtS+vWrRkyZAhRUVE0bdoUR0dHjhw5wnvvvcdHH33EihUrGDduHBEREbaE4o4dO5gxYwY//PADLi4uLFq0iDZt2tCqVSt69+5Nz549b/v9efToURYsWMCqVavYuHEj27Zt4+zZswwZMoRJkybxzTff0KdPH6ZPn05SUhLDhw9n6tSpfP3118yZM4e33nqLEydO3HGbt23bxooVK/jyyy9ZsWIFffv2pX///rbte/bs4ZNPPuG7777j+PHj/PDDD1y4cIGhQ4cybdo0Vq5cSXBwMKdOnQJg0qRJODs7s3LlStuIy/Lly7N8+XJmz57N5MmTycjIyIuPS0TkgderV69s1093Oprt2LFjhISEsGzZMgYNGmS7mT9nzhyysrL4/vvv+eyzz9i3b99dxzRkyBC6dOnC8uXLWbZsGZs3b+a77777R/X+vQ+8Xsb1vtLT05OlS5fecWw1a9bk4MGD2db99NNPpKSksHLlSpYtW2arY9KkScC1UZplypQBoHr16nz//fe0adMmWxmJiYn07t2blStX0qFDB4YOHXrLOHJrF1wbiPPSSy8RHh7ON998w7x583j33Xf5448/ANi1axfPPfccK1asoHPnzrz33nt33HYpnDSCUPLVxo0b6dy5M66urgA8++yzzJ07l/T0dACmTJlCSkoKP/30EwaDAYD169eze/du2xfq3+cwbN26NQC1a9cmPT2dK1eu4OTklKPuWz1i3LBhQ9vPN6vv999/p0aNGrY7Ts888wzvv//+bdu8fv16Ll++bJuTIyMjg+LFi+eI39fXl+LFi5OUlMT27dsJCQmxdRa9e/e27e/n58f69eupXLkyp0+fJiQkJEedf/31V7Y5lq7btGkTjz32mO1Rgc6dOzNhwgQSEhLYsGEDX3/9NQClSpW6o8exb/Z5nj17ll27dvHFF18AULVqVRo3bpxrGe3bt6d///60aNGCZs2a0a9fP+DaMP0hQ4YA4OHhwbfffgtcu8O4ceNG5s6dy19//UVaWhpXrlzB29vbVuYvv/zC7t276dKlC3DtkeurV69mO4cnTpwgLS0t198VEZGC6j//+Q9PPfUU27dvZ/v27cybN4958+axbNky22j6G/sMg8HA0aNHAWjUqBHu7u4A1KpVi6SkpBzl3+77s2XLlhiNRtzd3alYsSJJSUn8/vvvVK9enVq1agHQtm1b2rZty4YNGzhz5gyvvPJKtngOHDhA2bJl76i969evJz4+PtvNsEuXLnHx4kUAmjdvjqOjIwD+/v4kJSWxY8cOqlatSs2aNQHo1KkT48ePv2kd1+d2CggIID09neTkZIoVK3ZH8YmIFGY3e8T4dhwcHGjRogVwrb+5/p29YcMGhg8fbutHOnXqxIEDB+643CtXrrB9+3aSkpKyja7bv38/9erVy5N6mzVrZmtzzZo173qe2usjEa9r0KAB7733HuHh4TRt2pRevXpRsWLFXI+98Zr0RjVq1CAoKAi41qe99dZbXL58+a7iAjhy5AhpaWm0bdsWuHb92bZtWzZt2kRwcDBly5YlICAAuHb+rl8bStGlBKHkK4vFYkv8XV++PhoOrj0qZbVaGTVqFHPnzrXtM2PGDKpWrQpcuzC4sYzrCZ7r66xW613HdT3Bdav6YmJispVtNv//fy4GgyHbthtHH1gsFkaMGGHrrFJSUrKNcrwxQXW9HJPJlK2NqampHD9+nKpVq9pGEVaqVImnn3462343i+fGWP7OarWSmZmJ2WzOdozReG1A8bp165g5cyZwLXF443waN/s8r7fpxvJuNjfWgAED6NKlC9HR0Sxfvpz58+ezbNkyzGZztrKPHTtGsWLFeO6556hRowbNmzenXbt27Ny5M0dbLRZLtsfN09PTs10IOzg4YDAYcj13IiIFVUxMDH/88Qd9+/alZcuWtGzZkoEDB9KhQweio6OxWCw0adIk282rxMRESpUqxU8//ZTtouVW/cStvj9zK+Pv39dWq5UDBw6QlZVF1apVs42+OHXq1F1dbFosFh5//HHbDSOLxcLp06fx8vK6aTwmkylH2673abm53p/fy98RIiLy/zk4ONi+d2/sH252vXGnLBYLVquVRYsW4eLiAsD58+dxcnLiwoULeVLvra7xbmfPnj34+/tnW1e+fHl++ukntm7dym+//cZ//vMfxo4dS6tWrXIcf+M16Y3+Hq/BYLD1vTe7Bs1NVlZWjuuf69eCkHufKkWbHjGWfNW8eXOioqJsjzstWLCAhx56yHb3v169erz++uscPXqUJUuWABASEsJnn32G1WolPT2dl156yTYyLT/crL7AwEDi4+PZu3cvgG3uIgAfHx8OHTpEWloaGRkZrFmzJlt5X375Jenp6VgsFt58803efffdW8YQHBzMli1bOH36NACLFi1i2rRpAISGhhIXF8eaNWtsIzz+rnLlyrYRIzdq3rw53333ne1OWFRUFN7e3lSsWJEWLVrYRk1euHCBtWvXYjAYaN26NStXrmTlypU5Jtu92efp4eFBUFCQ7RwdO3aMLVu25OiQMjMzadWqFVevXqV79+6MGTOGAwcOkJ6eTpMmTYiKigKuvXWyV69eHDlyhN27dzN48GDatm3LyZMnOXr0aI7E5/VHC5KTkwGYMWNGtqH4x44dw8/Pz/Z7JyLyIPDx8SEyMpIdO3bY1p05c4bk5GT8/f1p0qQJ0dHRHD58GLg2YqJjx445Rt7/nclksl0c3O77Mzf/+te/OHz4sO1tyuvWrWPIkCG2fnP79u0AxMXFERoaanvc906EhISwevVqW3+4cOFCevXqdctjgoKCOHLkCPv37weuTbtx/Waf2WwmKytLFz0iInbQokULoqKibKPTv/3227u6Ye/u7k5gYKBtuqlLly7RvXt31q1b94/rvbEPvBcbNmxg/fr1dO3aNdv66/PfhoSEMGTIEEJCQmyPON9p3QcOHCAuLg64Np98gwYNcHFxoVixYraplk6dOsW2bdtsx+RWdpUqVTCbzfz444+2Y9asWUPTpk3/ecOlUNMIQslXTz75JImJiTz11FNYLBYqVqyYbT4+uDaibvLkyTz33HM0btyYkSNHMmHCBMLCwsjIyKBp06b07ds332K8WX0ODg7MmDGDN998E6vVSo0aNWzHNGvWjIceeoh27dpRsmRJgoODbcPWX375ZaZMmUKnTp3IysoiICAg27yLualRo4ZtnimAkiVL2ubQcHR0JDQ0lLNnz950FEZoaCg//fRTjgRis2bN6N27N7169cJiseDj48OHH36I0Whk+PDhjBo1irCwMLy9vSlbtmyOIfJ/d6vPc8qUKYwcOZKvvvoKX19f/Pz8cpRnNpsZMWIEgwcPtt0FmzhxIo6OjowePZq33nqLsLAwrFYrL7zwAnXq1OH555+nU6dOuLq64uvrS1BQEPHx8ZQvX95W7lNPPcWpU6dsIyzLlCmTbfLjTZs2FZk3WotI4VG5cmU++OAD3nvvPU6ePImTkxMeHh5MnDiRKlWqADB27FgGDhxoG9kXGRmJm5vbLct9+OGHbd+R/fr1u+X3Z25KlCjB9OnTeeONN8jKysLd3Z333nsPHx8fZs6cydSpU0lLS8NqtTJ16lT8/PxyLeeZZ57JNkpi8ODB9OzZk379+vHcc89hMBhwd3dn9uzZt7yg9Pb25t133+WNN97AaDRSp04dzGYzLi4ueHl5Ua9ePdq3b8+XX355y3aJiEjeeuGFFxg7dixhYWF4eHhQvHjxm15vbNq0ifr169uWPTw82LhxI9OnT2fcuHGEhYWRnp5Ohw4d6NixIwkJCf+o3hv7wLuxY8cOHn/8ceDaaLtSpUrxySefZHv5JsATTzzBtm3beOyxx3BxcaFMmTKEh4cD8OijjxIeHs6sWbNuWVeVKlWYPXs2x44do3jx4rZ4w8PDGTx4MKGhofj5+WWb0im3djk4ODBnzhzGjx/PrFmzyMrK4pVXXqFx48a2eeBFbmSw6paqyB05f/48TZo0uat5M/LClStXeOaZZxg9ejSBgYG57pOVlUXnzp356KOPcn2TcW6+/PJLatWqRf369UlPT6dHjx5ERETYHo2+W5GRkbRt25aqVaty+fJlOnbsyLx582xzONpLVlYWnTp1Yv78+ZQoUcKusYiISN5LTk5mzpw5RERE4OLiwt69e3nhhRfYtGmTppYQEbGj1atX4+7uTosWLbBYLERERNCsWTPbtBaFrV6RB51GEIoUYJs2bWLQoEF07979pslBuDakfNy4cbz77rtMmTLljsquVq0a48aNw2KxkJGRwaOPPvqPk4MAlSpVYsCAARiNRrKysujXr5/dk4Nw7THoXr16KTkoIlJIubu74+DgwJNPPonZbMZsNvP+++8rOSgiYmfVq1dn9OjRvPvuu2RkZBAcHMxTTz1VaOsVedBpBKGIiIiIiIiIiEgRppeUiIiIiIiIiIiIFGFKEIqIiIiIiIiIiBRhShCKiIiIiIiIiIgUYQ9cgvDQoUP3XMaRI0fuPZAHmNp/xN4h2JXaf8TeIdidzoF95EX/da8K6mdfEOMqiDFBwYyrIMYEBTMuxXTnCmJcBTGm/FYQ+q57URQ/s9vROcmdzktOOic5FfZz8sAlCDMzM++5jKtXr+ZBJA8utV/tL8qKevtB58Be8qL/ulcF9bMviHEVxJigYMZVEGOCghmXYrpzBTGughhTfisIfde9KIqf2e3onORO5yUnnZOcCvs5eeAShCIiIiIiIiIiIpJ3lCAUEREREREREREpwpQgFBERERERERERKcKUIBQRERERERERESnClCAUEREREREREREpwpQgFBERERERERERKcKUIBQRERERERERESnClCAUEREREREREREpwpQgFBERERERERERKcKUIBQRERERERERESnCzPYOQEREROTvUjOycHYw3XRZRERERCQ/JF1J53JaZo71Ric3O0Rz/yhBKCIiIgWOs4OJSsNW25aPTG5vx2hEREREpKi4nJbJxoNnc6yv7WOwQzT3jx4xFhERERERERERKcKUIBQRERERERERESnClCAUERERu0jNyAIgICAg2/LdHHuzZRERERERuXN2n4Pwzz//5PPPP8doNNKjRw/8/f3tHZKIiIjcB/cyz6DmKBQRERERyTt2TxAuXLiQUqVKcfr0acqVK3fb/Q+dvszgnzbdU53WjDQq/3GVMp7OlPF2oYyXM6W9nCnj5UwpD2dMxsI98aSIiIiIiIiIiMh1dk8QHj9+nIiICPbt28eKFSvo2bPnLfd3MBkp4+V8T3WeuZDOvhOXWBd3itQMS7ZtJqOBUh5OlPZypqyXiy1xeO3/Lv+XRHTCbNLT2SIiIiIiIiIi8uCze4KwePHiuLq64uXlhdVqve3+lYq78XFIwD3VGRcXR0BAAFarlaSrGSQmpZKYdJXEpFROJqVy4mIqJy9dJe7kJX7ef5qrf5vXyGiAUh7Xkoa+nk64OppxdjDh7GDE2cGEyw0/2/4zG3F1NFPXzwsvF4d7il9ERERERERERCSv5GuCcOfOnUyfPp0FCxZgsVh46623OHDgAI6OjowfP56KFSvSrUYxEgMAACAASURBVFs3Ro0ahdlsZsiQIfkZTg4GgwFvV0e8XR0JKOOZ6z5Wq5VLVzNJvPT/E4iJF//v50up/O9sClczsriabiEtI4vUzCwysm6e6HQ0G2kT4EvnoHI87F8SB41EFBERERERERERO8q3BOG8efNYtWoVLi4uAKxdu5b09HQWL15MbGwskydPJjIykrp16zJ16tQ7LjctLY24uLh7ii01NfUflVEaKO0BgR5AeUfAEciZWMyyWEnLspKeaSUty0Ja5rXl5LQsfjt2hfUHT7F6dyJezkb+XdmdVlU8qF7cEYPh/sx9+E/bX1io/Wp/UW4/FMxzcP0ttiIiIiIiInL/5VuCsEKFCsyaNYuhQ4cCEBMTQ/PmzQEIDAxkz549/6hcJyene76QvP6IsT30ADKyLGw4cIav/zjO93GnWBl3iWql3OlUvxzVSrnbHkl2+r9HlZ3MJkp7OuPiaMqTGOzZ/oJA7Vf7i3L7QedAREREREREssu3BGFoaCgJCQm25eTkZNzd3W3LJpOJzMxMzGa7T4N43zmYjDxSy5dHavmSdDWD73Ynsvz3BKatOXDTY8xGA7XKetKgYjEaVvShQcVilL7Hl7WIiIjkp9SMLJwdTDddFhERERGRguG+Zefc3d1JSUmxLVssliKZHPw7LxcHujeqQPdGFTh1KZUzl9NIy7w2n2FapoXUjCyuZmRx+EwyO45cYOG2o3wafQQAJ7MRgwEMGDAYriUeS3s6U8b72huXy/3f/8t4O1PBx5Vy3i737TFmERERZwcTlYatti0fmdzejtGIiIiIiMjN3LcMXVBQEL/88guPPfYYsbGx+Pv736+qHxi+ns74et56VGBGloW9Jy6x48h5zlxOwwq2tz+nZlhsb2TelZDE+ZT0bMf6uDnyLz8vyrlk0sZ0hn/5eeHt6phfzREREbELjVwUEREREbk79y1B2KZNG6Kjo+nWrRtWq5WJEyfer6oLFQeTkcDy3gSW977tvqkZWdcShhev8tfZFHYeu8jOhIusP5DMF7HbAPB0NuPmZMbb1ZFaZTypXdaTkh5OeLo44OFsxsvFgZIeTng4mTX6UEREHggauSgiIiIicnfyNUHo5+fHkiVLADAajYwdOzY/q5O/cXYwUbmEG5VLuNG0WgmeaVwRgB0795Lu5ktswkVOX0ojJS2TM8lpbDh4mqjfE3Itq6SHE0NCa/BkkB9GoxKFIiIiIiIiIiKFhSYBLILcHI00rFaCptVKZFtvtVo5m5zOxSvpXErN4NLVTJKuZnDmcho/7D3J0GW7GP/tPtydzLSsWYquD5WnbjkvjSwUEREREREREXmAKUEoNgaDgZIeTpT0cMqxrU9IZVbEHuePoxc5l5LGspgEvtx6lBLujlTwccXf14MmVYvzSIAvbk76tRIREREREREReVAokyN3xGg00DnIj85BfgBcvJLOurjTRB8+y4mLV/l+z0kWbT+Gu5OZ4Y/VpIV/SZwdTDg7mHB1MOmxZBERERERERGRAkoJQvlHvF0d6dLAjy4NriUMLRYrMUcv8N5PBxn59Z5s+xoNUKm4G+WKuVDa05kSHk50ql8Of18Pe4QuIiIiIiIiIiI3UIJQ8oTRaOChSj580SeY9QdPc/ZyOqmZWVxNz+Jyaib7T17mbHIa+0+e4eKVdCLXH6ZicVdql/Wkakl3fNwcqV3Wi0aVfezdFBERERERERGRIkUJQslTRqOBVjV9b7nPhZR0Fu84RuzRi+w7cYkf9pzEYr22rU0tXyZ3rktx95zzIIqIiIiIiIiISN5TglDuu2JujrzYoqptOT3TwqXUDL74LZ4PfvmTDrN+5dkmlWhb25eqJd3tGKmIiIiIiIiISOGnBKHYnaPZSAl3J15/xJ/qpTyYue4QU37Yz9Q1+6lXzouKxd3o1qg8TauWsHeoIiIiIiIiIiKFjhKEUqC0r1eG9vXKcPTcFZbFHGP7kQtE/3mWVTtP0L5uGV76d1UCynhi0luRRURERERERETyhBKEUiBVKO7KwLY1ALiUmsGk7+JYsiOB1bsT8XZ1oFElH7oHV6BBxWJ4OjvYOVoRERERERERkQeXEoRS4Hk6OzCpcz36t6rOtv+dY9Ohs6zdd4of953CYICKPq48EuBL29qlqefnhbODyd4hi4hIAZaakZWtr/j7soiIiIhIUaMEoTwwynm70Km+H53q+5F0JYPNh88Sl3iJXceT+PjX//Hxr/+jnLcLgRW8eSSgFE8ElsNg0KPIIiKSnbODiUrDVtuWj0xub8doRERERETsTwlCeSB5uTrQrm4Z2tUtA8CBk5fZeyKJFbEn2PznWVbvSmTaDwcIb1KJZxpXwEOPIYuI5AuNxhMRERERefApQSiFQo3SHtQo7UHnID+sVisrY0/w3y1HbG9Dblq1OE8ElqN59ZL2DlVE8kFGRgbDhg3j+PHjGI1Gxo0bh9lsZtiwYRgMBqpXr86YMWMwGo0sWbKERYsWYTabeemll2jZsiWpqakMGTKEc+fO4ebmxpQpU/Dx8SE2NpYJEyZgMpkICQmhf//+AMyePZv169djNpsZMWIE9erVs/MZsB+NxhMRuTsWi4W33nqLAwcO4OjoyPjx46lYsaJt+88//8wHH3yA2WymS5cuPP300zc9Jj4+Pte+7rPPPmP16mvfzS1atKB///437etERERACUIphAwGA0/UL8cT9cux+fBZNhw8w6Jtx4j+8xyOZiO96xejRg0rRr0JWaTQ2LBhA5mZmSxatIjo6Gjef/99MjIyeP311wkODmb06NGsW7eOwMBAFixYQFRUFGlpafTo0YNmzZqxcOFC/P39iYiIYPXq1cyZM4dRo0YxZswYZs2aRfny5Xn++efZu3cvANu2bWPp0qUkJiYSERFBVFSUnc+AiIg8KNauXUt6ejqLFy8mNjaWyZMnExkZCVy74TVp0iSWLVuGi4sL3bt3p2XLlvzxxx+5HjNp0qQcfV3NmjVZtWoVS5cuxWAw0KNHDx555BG2bNmSa18nIiICYLR3ACL5qWnVEgxvF0DMqEdY8/rDNK9Wgo+2n6Nz5GYWbTvKueQ0e4coInmgcuXKZGVlYbFYSE5Oxmw2s3fvXho1agTAww8/zObNm9m1axf169fH0dERDw8PKlSowP79+4mJiaF58+a2fbds2UJycjLp6elUqFABg8FASEgIW7ZsISYmhpCQEAwGA2XLliUrK4vz58/bs/kiIvIAubHPCQwMZM+ePbZthw8fpkKFCnh5eeHo6EiDBg3YsWPHTY/Jra8rXbo0H3/8MSaTCaPRSGZmJk5OTrn2dSIiItdpBKEUCWaTkRqlPfi4V0Omr9jG4r2XGbZ8N8O/3s2TQX60q1ualjVK6aUmIg8oV1dXjh8/Trt27bhw4QJz585l+/bttn/Tbm5uXL58meTkZDw8PGzHubm5kZycnG39jfu6u7tn2/fYsWM4OTnh7e2dbf3ly5dv+5hWWloacXFxednsu5aamprnMQQEBORYd72OW20rqMdelx/nKi8UxLgKYkxQMONSTHeuIMb195hy+y65E3/vX0wmE5mZmZjN5lv2U7kdY7Vac/R1Dg4O+Pj4YLVamTp1KrVq1aJy5cq59nW3UxD6rntREH+P7E3nJHc6LzkV5XOSbnYn8WRijvU1PEsWinNys/5LCUIpUgwGAx1qevJqWEM2/3mOtXGnWLojgaUxCdTw9eChysVoU6s0zauV0CPIIg+Qzz77jJCQEAYNGkRiYiK9evUiIyPDtj0lJQVPT0/c3d1JSUnJtt7DwyPb+lvt6+npiYODQ65l3I6Tk9M/vpjMK3FxcfclhlvVcbv6C8qx9+tc3a2CGFdBjAkKZlyK6c4VxLjyKqa/9y8WiwWz2Zzrttz6qRuPMRqN2fb19PQEriX2RowYgZubG2PGjMlR9o373kpB6LvuRUH8PbI3nZPc6bzkVJTPScKFK5Qpbc2x3mw2EFC9ih0iuj/0iLEUSU5mEy1rlmJCp7rsfrstg9v64+pkYuUfJ+g1fxtNJq9j4OJYUtIy7R2qiNwBT09PW5LOy8uLzMxMatWqxdatWwHYuHEjDRs2pF69esTExJCWlsbly5c5fPgw/v7+BAUFsWHDBtu+DRo0wN3dHQcHB44ePYrVauXXX3+lYcOGBAUF8euvv2KxWDhx4gQWi0WTvIuIyB0LCgpi48aNAMTGxuLv72/bVrVqVeLj47l48SLp6ens2LGD+vXr3/SY3Po6q9XKyy+/TI0aNRg7diwmk8lW79/7OhERkes0glCKPCezif6tqtO/VXXSMrP4ce8pvtudyNexx9l/8jLdgysQUq0ElUu42TtUEbmJ3r17M2LECHr06EFGRgYDBgygTp06vPnmm7z77rtUqVKF0NBQTCYT4eHh9OjRA6vVyoABA3BycqJ79+688cYbdO/eHQcHB9555x0A3n77bQYPHkxWVhYhISH861//AqBhw4Z07doVi8XC6NGj7dl0ERF5wLRp04bo6Gi6deuG1Wpl4sSJfPPNN1y5coWuXbsybNgw+vTpg9VqpUuXLvj6+uZ6DMAbb7yRo69bu3Yt27ZtIz09nU2bNgEwcODAm/Z1IiIioAShSDZOZhNh/ypL2L/K8uPek4xeuZc3V1ybBLpJleJ0DCzL0w3LY9LjxyIFipubGzNmzMix/osvvsix7umnn+bpp5/Ots7FxYWZM2fm2DcwMJAlS5bkWB8REUFERMQ9RCwiIkWV0Whk7Nix2dZVrVrV9nOrVq1o1arVbY+Bay/p+ntf16ZNG3bv3p1r3bn1dSIiIqAEochNta1dmja1fDl2/iorY4/z+W/xDF++m/d+OkjrAF/6Nq9M1ZLuty9IRERERERERKQAU4JQ5BYMBgMVirsS0bo6L7esxpq9J/l21wmiYhJYuO0odcp50rqmL72aVsLHzdHe4YqIiIiIiIiI3DUlCEXukMlo4LG6ZXisbhmOX7zKsh0JRP95lpk/H+KTX/9H3+aV6RNSGQ9nB3uHKiIiIiIiIiJyx/QWY5F/oJy3C689Up0lLzZhzesPE1KtBO+vPUTTST8z5Yf9JF3JsHeIIiIiIiIiIiJ3xO4Jwri4OHr27MmwYcP47bff7B2OyF3z9/VgbngDvukfwsP+JZm74TBNJq9jwup9JCZdtXd4IiIiIiIiIiK3ZPdHjHft2kWJEiUwGo1Ur17d3uGI/GN1/bz4oGcQe44n8cEvf/Jp9BE+3xJPh3plebZJRf5V3tveIYqIyG2kZmTh7GAiICAg27KIiIiISGFm9wRhgwYNeOyxxzh79iyffPIJQ4cOtXdIIvekTjkvIp9pwP/OpjD1h/18vyeRFbHH+bd/SSJaVydQiUIRkQLL2cFEpWGrbctHJre3YzQiIiIiIvdHgXjE2GKx4OXlRVZWlr3DEckzlUu4EflMA7YMb01444rsTEjiiQ+iefnLGHYlXLR3eCIiIiIiIiIiQD4nCHfu3El4eDgAFouF0aNH07VrV8LDw4mPjwegXLlyjBs3jmnTptn2FSlMvFwceKtjbdYP+Tcv/7sqGw+epePsaCas3sex81fsHZ6IiIiIiIiIFHH59ojxvHnzWLVqFS4uLgCsXbuW9PR0Fi9eTGxsLJMnTyYyMpKgoCCCgoLyKwyRAsPdyczQR2vywsNVGRq1k3mb/se8Tf+jbS1f+javQsOKxTAaDfYOU0RERERERESKmHxLEFaoUIFZs2bZ5hSMiYmhefPmAAQGBrJnz55/VG5aWhpxcXH3FFtqauo9l/EgU/vt3/7XG7rxtH951h6+zDf7z/DjvlOU83SgbwMfGldwy9e6C0L77amotx8K5jm4/kIIERERERERuf/yLUEYGhpKQkKCbTk5ORl3d3fbsslkIjMzE7P57kJwcnK65wvJuLi4In0xqvYXjPYHAK2DYVRaJj/sOcmsnw/x9i+n6FCvDOOfqIO3q2O+1FtQ2m8vRb39oHMgIiIiIiIi2d23txi7u7uTkpJiW7ZYLHedHBQpjNyczHRp4Ef7emWY9fMhItcfZsOBM3Rp4Eff5pXxK+Zq7xBFREREREREpBC7b28xDgoKYuPGjQDExsbi7+9/v6oWeSA4O5gYElqTbyOa0zqgFF9ujafl9PW8tWovZ5PT7B2eiIiIiIiIiBRS920IX5s2bYiOjqZbt25YrVYmTpx4v6oWeaDUKuvJ+93q80a7msxYe4gvfotnyY5jvNiiKr2aVMLL1cHeIYqIiIiIiIhIIZKvCUI/Pz+WLFkCgNFoZOzYsflZnUihUsbLhcld6tG3eRUmrN7Huz8d5INf/qTjv8oyoI0/Zb1d7B2iiIiIiIiIiBQCmgRQpICrVsqdT//TiD3Hk1i47SjLYhJYvTuRNx6tydMNy+PiaLJ3iCIiIiIiIiLyALtvcxCKyL2pU86LCZ3qsnZgC2qW9mDMqr20fX8DP+49ae/QREREREREROQBpgShyAOmvI8ry15sypd9g3EwGnl+QQxDlu4kMemqvUMTkUIoNSPrlssiIiIiIvLg0yPGIg8go9FAs2olWDPgYaatOcD8X//HitjjvPzvarzSshqOZuX+RSRvODuYqDRstW35yOT2doxGRERERETyg7IIIg8wB5OREY8F8Mvgf/NIgC8z1h2iw6xNbDx4BqvVau/wREREREREROQBoAShSCFQ3seVyGca8EmvhiSnZvLs/G10/fA3dhw5b+/QRERERERERKSAU4JQpBBpHeDL+iEtGft4bY6cS+HJuVvo+98dHDp12d6hiYiIiIiIiEgBpQShSCHjaDbybJNKrB/yb4aE1mDz4bO0m7GJGWsPkZFlsXd4IiIPNL20RUREREQKI72kRKSQcnU080rLanRvVIExq/by3tqDrI07RcRDHgTYOzgRkQeUXtoiIiIiIoWRRhCKFHI+bo7M6l6fyJ5BJFy4wmurj/Np9P/IsuglJiIiIiIiIiKiBKFIkdGubhm+iQjBv7gTb3+zj2fnb+X4xav2DktERERERERE7EwJQpEixK+YK5PalmFS57r8Hn+R0Pc28sOek/YOS0RERERERETsSAlCkSLGYDDQvVEFfhzwMFVLuvHiFzFM+i6Oq+maaF9ERERERESkKFKCUKSIKu/jypIXm9AjuAIfbvyLLpGbOXwm2d5hiYiIiIiIiMh9pgShSBHmZDYxsVNd5j3bkGPnr/D47Gg2HDxj77BERERERERE5D5SglBEaFPLlx8HPkwZL2f+8+k2zUsoIiIiIiIiUoQoQSgiAJTxcmHxC02oXdaLF7+IYczKPaRmaF5CERERERERkcJOCUIRsfFxc2TJC034T7NK/HdLPJ3mbObQqcv2DktERERERERE8pEShCKSjYujiTFhtZnfuyGnL6XSOXIz3+9OtHdYIiIiIiIiIpJPlCAUkVy1qunLyv7NqFzCjZe+/J1J38eRnmmxd1giIiIiIiIikseUIBSRm/Ir5sqSF5rQtWF5PtzwF70/3cbZ5DR7hyUiIiIiIiIieUgJQhG5JWcHE1OerMeULnWJib9A5zmb+d/ZFHuHJSIiIiIiIiJ5RAlCEbkjXR+qwKLnG5OclknPeb+x78Qle4ckIiIiIiIiInlACUIRuWP1KxRjQZ9GZFmtdJoTzfLfE+wdkoiIiIiIiIjcIyUIReSu1C7rxepXm1O/gjcDl+xk9Mo9enmJiIiIiIiIyANMCUIRuWsl3J34ok8w/ZpX5vMt8XSf9xunLqXaOywREbtKzci65bKIiIiISEF12wThuHHjiIuLy9cgzp07R+fOnfO1DhHJW2aTkZHtazG7R33iEi8RNutX9p5IsndYIiJ24+xgotKw1bb/nB1M9g5JREREROSO3DZB2KJFC+bOnUu3bt346quvSE5OztMArFYrH3/8MeXKlcvTckXk/uhQryxRLzXFaDAQ/sk2th85b++QREREREREROQu3DZB+PDDDzNjxgzmzJlDTEwMISEhDBs2jOPHj+dJAAsXLiQsLAwnJ6c8KU9E7r+AMp4sfL4xro4mun30Gx9v+gur1WrvsERERERERETkDtw2QXj48GGmTZvGM888g4eHB1999RU9evQgIiIiTwLYvHkzixYtYvfu3Xz//fd5UqaI3H+VS7ix+tXmPBJQivGr43j7m31kZOnlJSIiIiI3slgsjB49mq5duxIeHk58fHy27T///DNdunSha9euLFmy5JbHxMfH0717d3r06MGYMWOwWP7/317nz5+nbdu2pKWlAdee3GrevDnh4eGEh4fzzjvv3KcWi4jIg8B8ux1GjhxJ165diYiIwNnZ2ba+S5cuty18586dTJ8+nQULFmCxWHjrrbc4cOAAjo6OjB8/nooVKzJ79mwABg8eTLt27e6hKSJib14uDkT2bMC41fv4NPoIJy5eZWb3+pqHS+6LDz/8kJ9//pmMjAy6d+9Oo0aNGDZsGAaDgerVqzNmzBiMRiNLlixh0aJFmM1mXnrpJVq2bElqaipDhgzh3LlzuLm5MWXKFHx8fIiNjWXChAmYTCZCQkLo378/ALNnz2b9+vWYzWZGjBhBvXr17Nx6ERF5UKxdu5b09HQWL15MbGwskydPJjIyEoCMjAwmTZrEsmXLcHFxoXv37rRs2ZI//vgj12MmTZrE66+/TnBwMKNHj2bdunW0adOGTZs28c4773D27FlbvUePHqV27drMnTvXXk0XEZEC7LYJwilTprB7926cnZ1555136Nq1K35+fvTs2fOWx82bN49Vq1bh4uIC3LojBJg+ffodBZyWlnbPL01JTU3N9xevFGRqv9qf3+1/upoRp4zizN12im5zNjCmlS/O5oLx0vSi/vlDwTwHAQEB93T81q1b+eOPP1i4cCFXr15l/vz5uV40BQYGsmDBAqKiokhLS6NHjx40a9aMhQsX4u/vT0REBKtXr2bOnDmMGjWKMWPGMGvWLMqXL8/zzz/P3r17Adi2bRtLly4lMTGRiIgIoqKi8uI0iIhIERATE0Pz5s0BCAwMZM+ePbZthw8fpkKFCnh5eQHQoEEDduzYQWxsbK7H7N27l0aNGgHXpoaKjo6mTZs2GI1GPv3002yDOvbu3cupU6cIDw/H2dmZ4cOHU6VKlfvSZhERKfhumyB84403GDBgAHCt0xk5ciT//e9/b1twhQoVmDVrFkOHDgVu3RHeDScnp3u+kIyLi7vnMh5kar/afz/aHxAA/pUSGLx0J1O2XGJOzwb4uDnme723U9Q/fyic5+DXX3/F39+fV155heTkZIYOHcqSJUtyXDQZjUbq16+Po6Mjjo6OVKhQgf379xMTE0Pfvn1t+86ZM4fk5GTS09OpUKECACEhIWzZsgVHR0dCQkIwGAyULVuWrKwszp8/j4+Pj93aLyIiD47k5GTc3d1tyyaTiczMTMxmM8nJyXh4eNi2ubm5kZycfNNjrFYrBoPBtu/ly5cBaNasWY56S5YsyfPPP0+7du3YsWMHQ4YMue0NrrwYnGFPBfGmqL3pnORO5yWnonxO0s3uJJ5MzLG+hmfJQnFObnYteNsEIUBwcDAADz30ULZ5LW4lNDSUhIQE2/KtOkIRKZw6B/lhNBgYGrWLJ+duJurFphQrAElCKXwuXLjAiRMnmDt3LgkJCbz00ku5XjTd6sLr+vob972x33Jzc+PYsWM4OTnh7e2dbf3ly5dvmyAsCBdZ/+QPvdz+gLixjFtt17Hk+WdeEP9YL4gxQcGMSzHduYIY199j+qc329zd3UlJSbEtWywW2zXR37elpKTg4eFx02OMRmO2fT09PW9ab506dTCZrk370rBhQ06dOpWtr8xNXgzOsKfCeFP0Xumc5E7nJaeifE4SLlyhTOmcL900mw0EVC+8I69vm53z9PRk8eLFBAYGsmvXLtzc3P5RRbfqCEWk8HqifjlKeznz7PxtPL9gB5/+pxHuTvq3L3nL29ubKlWq4OjoSJUqVXBycuLkyZO27dcvmu7kwutW+3p6euLg4JBrGbdTEC6ybvaHXmpGVra5Qv++/He3a8ettuvYe1MQ/1gviDFBwYxLMd25ghhXXsUUFBTEL7/8wmOPPUZsbCz+/v62bVWrViU+Pp6LFy/i6urKjh076NOnDwaDIddjatWqxdatWwkODmbjxo00btz4pvXOnj0bb29v+vXrx/79+ylbtuwtk4MiIlK03HZSsMmTJ/Pnn38ybdo0Dh8+zMSJE/9RRUFBQf+PvTuPq6rO/zj+uhuXXUQURRZXXFO2XHJptEwbWyxN0LKmbC+bmhZtsz1tSptfOlZWVmqltmpazYxZIWouKCqKmYYogiuiLHJZ7v394ciIgrgAh+X9fDx4PDjn3nPP+9yQ0/3w/X4/xMfHA5xxIxSR+q1Xmya8OTKC9buzGTXzVw4cKzA6ktQz0dHRLF++HJfLxf79+zl+/Di9e/dm9erVAMTHxxMTE0O3bt1ITEzE4XCQk5PDzp07CQ8PJyoqil9++aX0udHR0Xh7e2Oz2di9ezcul4uEhARiYmKIiooiISEBp9NJRkYGTqezzk8vdrdZaDVhSemXGguJiFSfQYMG4ebmRlxcHJMmTeLJJ5/k22+/Zf78+dhsNiZMmMDYsWOJi4tj+PDhBAYGlnsMnFgOatq0acTGxlJUVMTgwYMrPO/dd9/N2rVrueWWW5g0aRKTJk2qqUsWEZE6oNJhPP7+/tx77704HA7gxND6CzFo0CBWrFhBXFwcLpfrgguNIlI3De3WArvVzEPzNhA381dmj+1BcGNPo2NJPTFgwADWrl3LiBEjcLlcTJw4keDgYJ599lmmTp1KmzZtGDx4MBaLhTFjxjB69GhcLhePPPIIdrudUaNGMX78eEaNGoXNZmPKlCkAvPDCCzz22GOUlJTQt29funfvDpyYmhUbG4vT6WTixIlGXrqIiNQxZrOZF198scy+tm3bln4/cOBAAh2HswAAIABJREFUBg4cWOkxAK1bt2bu3LkVnmvZsmWl3zdq1IiZM2deaGwREannKi0QPv/888THx9OsWbPSNSrmzZt3Ti8eHBzMggULgIpvaiLScFzZOZDZd/Tg9o/WMuLtVcwZ24P2gZVPzRQ5FyebYp2qvA9NI0eOZOTIkWX2eXh48NZbb53x3IiIiNL72KnGjRvHuHHjLiKtiIiIiIhI7VFpgXDTpk0sXbq0zAK4IiIXKqaVPwvu6c2YD9Zw07ur+OTOnnQJamR0LBEREREREZEGq9KqX1hYWOn0YhGRqtCphS9f3tcbu9VM3MxfWbnzkNGRRERERERERBqsSguEmZmZDBgwgNjYWGJjY4mLi6uJXCJSz4U18eKLey+jua87t36whoVJe42OJCIiIiIiItIgVTrF+ORC7SIiVS3E35Mv77+MOz9ex8Pzk8hzlDC6Z6jRsUREREREREQalEoLhFarlddff50jR44wePBgOnToQMuWLWsim4g0AL7uNj6+vQf3f5LIU19vptjp5NberYyOJSIiIiIiItJgVDrF+Nlnn2X48OEUFhYSExPDK6+8UhO5RKQB8XCz8O6YGK7sFMjEhVt495edRkcSEalyBUUlZ90WERERETFKpQVCh8NB7969MZlMtGnTBrvdXhO5RKSBcbOaefuWKK7p1oJJ32/j7z9sw+VyGR1LRKTKuNsstJqwpPTL3WYxOpKIiIiICHAOU4zd3NxYvnw5TqeTpKQk3NzcaiKXiDRANouZf8RG4ONuZcbPOylxuphwdUdMJpPR0URERERERETqrUoLhC+99BKvvfYaR44cYdasWTz//PM1EEtEGiqrxcyrN1yC1Wzm3fg/yHEU8+J1XbBaKh3wLCIiIiIiIiIXoNICYfPmzXnzzTdrIouICAAmk4kXr++Ct7uVt3/eSW5BMVNHdleRUERERERERKQaVFog7Nu3b+n32dnZhISE8P3331drKBERk8nE+CEd8XG38vcffsPpcvFmbAQ2FQlFREREREREqlSlBcKEhITS7/fu3cv06dOrNZCIyKnu/1M7zCYTk7/fRlGJk2mjonCzqkgoIiIiIiIiUlXO61N2y5Yt+eOPP6ori4hIue69vC0Tr+nMv7bsZ+zHa8kvLDY6koiIiIiIiEi9UekIwr/97W+lHUQPHDhAkyZNqj2UiMjp7ujbGi+7hSe/2sw9cxJ5/7YY7FaL0bFERERERERE6rxKC4RxcXGl39vtdrp27VqtgUREKhJ7aSgmk4knvtjEI/OTmDYqCovZZHQsERERERERkTqt0gJhRkZGme3U1NTS74cNG1b1iUREzmJkTAjHjhfx8pIUPN02MfnGS9TdWEREREREROQiVFogXLZsGfn5+fTo0YPk5GQOHTpEdHR06bRjEZGadme/NuQ6ivnH0t8xm+C14d30O0lERERERETkAlVaIMzNzeWDDz4o/fB9xx138Oijj1Z7MBGRs3n4ynCcThdvLdtBMx93HhvcwehIIiIiIiIiInVSpQXCrKwscnJy8PX1JSsri9zc3JrIJSJSqUcGhXMgx8H0n3YQ2sSTkTEhRkcSERERERERqXMqLRDee++9XH/99fj5+ZGfn8/zzz9fA7FERCpnMpl4eVhXdmfl8+w3ybRt6k10WGOjY4mIiIiIiIjUKZUWCIcMGcKVV17J0aNHady4MWazmgGISO1htZiZNiqSG99eyR0freWTO3vStWUjo2OJiIiIiIiI1BmVVvvWrl3LsGHDuOWWW5g2bRqff/55TeQSETlnTbztzLmjJ15uFv7y4Royso8bHUlE5LwUFJWcdVtEREREpDpVWiD8xz/+wdy5cwkICODee+/ls88+q4lcIiLnJbSJJ7PH9qCgyMlts9Zw9HiR0ZFERM6Zu81CqwlLSr/cbRajI4mIiIhIA1JpgdBsNuPn54fJZMJut+Pl5VUTuUREzlu7Zj68OyaaPw7lcfuHa8gpUJFQREREREREpDKVFghDQ0OZMmUK2dnZzJw5k6CgoJrIJSJyQfq0C2D6qEg2pR/lzo/XUVjsNDqSiOFOTlft1KlTmW0RERERERE4hwLhc889R1BQENHR0Xh4ePDSSy9VaYDk5GQeffRRxo8fz6FDh6r0tUWkYbr6kha8cVN3Vqdm8eRXm3G5XEZHEjGUpq+KiIiIiMjZVNrF+N5772XWrFnVFsDhcPDcc8+RkJBAUlISV155ZbWdS0QajmGRLUk9lMf//fg7If4ePHxluNGRRERERERERGqlSkcQ+vj48OOPP7Jz505SU1NJTU2t0gDR0dHs2LGDWbNmlU59EhGpCg9f2Z4bo1ryj6W/80FC1f7uEhEREREREakvKh1BmJWVxUcffVS6bTKZmD17dpUF2LRpE127duW9995j5syZjB8/vspeW0QaNpPJxGvDu3G8sISXFm+lqMTJ5c2MTiUiIiIiIiJSu1RYINy3bx/Nmzdnzpw5F/ziGzdu5I033mDOnDk4nU6ef/55fvvtN9zc3Hj55ZcJCwsjLy+Pp556CpfLxZgxYy74XCIi5bFZzLw1KpKH5ycx+fttOPs1Q4OVRURERERERP6nwgLhE088UTpS8N133+Wee+45rxd+7733WLRoER4eHgAsXbqUwsJC5s+fT1JSEpMnT+btt9+md+/e9O7d+yIuQUTk7GwWM1NHdudgjoOpKw7Qse1+BnYMNDqWiIiIiIiISK1QYYHw1K6fK1asOO8CYWhoKNOmTeOJJ54AIDExkX79+gEQERFBcnLyheTF4XCQkpJyQceeVFBQcNGvUZfp+nX9DfX6H+/lw4TsHO6ZncjUPwfRrond6EiGqI0/A1qDVkRERERExDgVFghNJtNFvfDgwYNJT08v3c7NzcXb27t022KxUFxcjNVa6TKIZdjt9ov+IJmSktKgP4zq+nX9Dfn6X3bCI9/v58VfDvH1/ZcR3NjT6Eg1rqH/DIiIiIiIiEhZFXYxzs7OZsWKFSxfvpyjR4+SkJBQ+nUhvL29ycvLK912Op3nXRwUEblYfu4W5oztQUFhCbd+sIbDuQ6jI4mIiIiIiIgYqsICYZcuXVi8eDHfffcdnTt3ZsmSJaVfFyIqKor4+HgAkpKSCA8Pv7DEIiIXqX2gDx/efil7s48z5oM1HM0vMjqSiIiIiIiIiGEqHMI3adKkKj3RoEGDWLFiBXFxcbhcLl599dUqfX0RkfMR08qfmbfGcOfHa7ntwzXMGdsDH3eb0bFEREREREREaly1zvENDg5mwYIFAJjNZl588cXqPJ2IyHm5PLwp00dH8cAn67lr9jo+ur0H7jaL0bFEREREREREalSFU4xFRBqCwV2a8/pN3VidmsVds9dRUFRidCQRkTOc/N10ssGQfleJiIiISFVSlxARafBuiAymqNjF+K82Me6zDbx9cxRWi/5+IiK1h7vNQqsJ/1sHetfkoQamEREREZH6ptIC4TvvvMP777+Pu7t76b4L7WQsIlJbjbw0hLzCYl74ditPf53M5OGXYDKZjI4lIiIiIiIiUu0qLRB+//33LF++HA8Pj5rIIyJimNv7tOZwbiHTf9qBj7uVp4d2UpFQRERERERE6r1KC4QtW7YsM3pQRKQ+e/SqcLKPF/J+QipuVjNPDOlodCQRERERERGRalVpgbCoqIhrr72W8PDw0pE0U6ZMqfZgIiJGMJlMvHhdV4pLXMz4eSfuNgsPXdHe6FgiIiIiIiIi1abSAuFdd91VEzlERGoNs9nEKzdcQmGxk6n/2Y7T5eLhK8ONjiUiIiIiIiJSLSpt09m5c2dWrFjBN998Q3Z2NoGBgTWRS0TEUBaziddv6s7wqGD+sfR3PkhINTqSiIiIiIiISLWotED41FNPERISwq5duwgICODpp5+uiVwiIoazmE28NvwShnRpzkuLtzJ71S6jI0klDh8+zOWXX87OnTtJS0tj1KhRjB49mueeew6n0wnAggULuPHGGxk5ciQ//fQTAAUFBYwbN47Ro0dz1113kZWVBUBSUhI33XQTcXFxTJ8+vfQ806dPZ8SIEcTFxbFp06aav1AREamznE4nEydOJDY2ljFjxpCWllbm8WXLljF8+HBiY2NZsGDBWY+p6F4HkJWVxVVXXYXD4QAqvteJiIjAORQIs7OzGTFiBFarlaioKFwuV03kEhGpFawWM2+NimRAh6ZMXLiFj1ZoJGFtVVRUxMSJE0sba02aNImHH36YTz/9FJfLxY8//sjBgweZM2cO8+bN44MPPmDq1KkUFhby2WefER4ezqeffsqwYcOYMWMGAM899xxTpkzhs88+Y+PGjWzZsoUtW7awZs0aPv/8c6ZOncoLL7xg5GWLiEgds3TpUgoLC5k/fz6PPvookydPLn2sqKiISZMmMWvWLObMmcP8+fM5ePBghceUd68DWL58OXfccQeHDh0qfe2K7nUiIiJwDgVCgJ07dwKwb98+zOZzOkREpN5ws5p5Z0w0gzoH8vy3W/l45S6jI0k5XnvtNeLi4mjWrBkAW7ZsoUePHgD079+flStXsmnTJiIjI3Fzc8PHx4fQ0FC2bdtGYmIi/fr1K33uqlWryM3NpbCwkNDQUEwmE3379mXVqlUkJibSt29fTCYTQUFBlJSUaBSGiIics1PvORERESQnJ5c+tnPnTkJDQ2nUqBFubm5ER0ezbt26Co8p714HYDab+fDDD/Hz8yv3vCfvdSIiIidV2qTkmWee4amnnmLnzp089NBDPP/88zUQS0SkdrFbLcy4OYp75yTy3KIt2CxmRvcMNTqW/NdXX32Fv78//fr1Y+bMmQC4XC5MJhMAXl5e5OTkkJubi4+PT+lxXl5e5Obmltl/6nO9vb3LPHfPnj3Y7fYyH7hOPt/f3/+sGR0OBykpKVV2zeejU6dOZ+w7NcvZHtextf9YoxUUFNSaLKeqjbmU6dzVxlynZyrv3+W5OP3+YrFYKC4uxmq1nvU+Vd4x5d3rAPr06VPueU+/11XGyHtXVaiNP0dG03tSPr0vZ2rI70mh1ZvMfZln7O/g27RevCcV3b8qLRAGBQUxf/780u3ExMSqSyUiUofYLGZm3BLFXbMTefqbzfh6WLmmW5DRsQT48ssvMZlMrFq1ipSUFMaPH19mVF9eXh6+vr54e3uTl5dXZr+Pj0+Z/Wd7rq+vLzabrdzXqIzdbr/gD5PVobIsZ3tcx9b+Y2tSSkpKrclyqtqYS5nOXW3MVVWZTr+/OJ1OrFZruY+Vd5869ZhTZ3edvE+dy3kre+5Jte3edb5q48+R0fSelE/vy5ka8nuSfiSfFs3PXF7PajXRqX0bAxLVjErnCz/wwAM4HA6Ki4uZMmUKL7/8ck3kEhGplexWC+/eEk1kiB8Pz0vih+Qz/7IkNe+TTz5h7ty5zJkzh06dOvHaa6/Rv39/Vq9eDUB8fDwxMTF069aNxMREHA4HOTk57Ny5k/DwcKKiovjll19KnxsdHY23tzc2m43du3fjcrlISEggJiaGqKgoEhIScDqdZGRk4HQ6Kx09WBMKikrOui0iIrVDVFQU8fHxwIlmWOHh4aWPtW3blrS0NLKzsyksLGTdunVERkZWeEznzp3PuNed7byn3+tEREROqnQE4W233cb999/PsWPH6Nu3b2knLRGRhsrDzcKHt/fg1g9W88CnG3jvVjMDOwYaHUtOM378eJ599lmmTp1KmzZtGDx4MBaLhTFjxjB69GhcLhePPPIIdrudUaNGMX78eEaNGoXNZmPKlCkAvPDCCzz22GOUlJTQt29funfvDkBMTAyxsbGlXSVrA3ebhVYTlpRu75o81MA0IiJSkUGDBrFixQri4uJwuVy8+uqrfPvtt+Tn5xMbG8uECRMYO3YsLpeL4cOHExgYWO4xUP69riIV3etERETgLAXC1NQTnTpbt25Njx49+PXXX7nuuutIT0+ndevWNRZQRKQ2auRhY/YdPYmduYp756zn3THRDOjYzOhYAsyZM6f0+7lz557x+MiRIxk5cmSZfR4eHrz11ltnPDciIqLcP4yNGzeOcePGVUFakYtXUFSCu81S4baI1C5ms5kXX3yxzL62bduWfj9w4EAGDhxY6TFw4rNaefe6k5YtW1b6fUX3OhEREThLgbC8ERETJ07EZDIxe/bsag0lIlIXNPK0Me/uXtzywWrunrOOGTef6HQsIlKTNHpURERERC5WhQXCU0dgHDlyhD179hAcHFwr1lkSEakt/DzdmDu2J7fOWsP9nyQybVQUQ7o2NzqWiIiIiIiIyDmrtEnJ999/T1xcHO+88w6xsbEsXLiwJnKJiNQZfp5uzLmjJ51a+DLus/X89NsBoyOJiIiIiIiInLNKC4QfffQRX331FTNmzODrr7/W9GIRkXI08rQx+44etG3qzT2zE1m6db/RkURERERERETOSaUFQpPJhJeXFwDe3t7Y7fZqDyUiUhf5ebox986etA7w4t65KhKKiIiIiIhI3VBpgTA0NJTJkyezdOlSJk+eTGhoaE3kEhGpkwK87Xx2dy/aNvXm/k803VhERERERERqvwoLhA8//DAAr776KiEhIaxcuZKQkBBeeumlGgsnIlIX+XudGEkY3NiDe+YksnLHIaMjiYiIiIiIiFSowi7GWVlZJ55gtXLzzTfXWCARkfqgqc+JkYQj3lnJ7R+tZdZfLqVPuwCjY4mIiIiIiIicocIC4Z49e5g6dWq5j/3tb3+rtkAiIvVFoK87n97Zi1Hv/crtH63lpeu7EHuplmkQERERERGR2qXCAqG7uzutW7eu9gCrVq3i66+/pqCggPvvv5+OHTtW+zlFRGpKiL8nCx/ow6A34xn/5Wa87TaGdmthdCwRERERERGRUhUWCAMCArjhhhuqPcDx48d57bXXSElJISEhQQVCEal3mnjbmTu2J39+azkPfLqexl49uaytphuLiIiIiIhI7VBhk5KuXbvWSICBAwdy/Phx5syZUyMFSRERI3QO8mXZo5cT1Mid22atUXdjOW8FRSVn3RYREREREblQFRYIx48fXyMBjhw5wiuvvMJDDz1EkyZNauScIiJGaNPUm6/u70PzRu6M/WgtP6tIKOfB3Wah1YQlpV/uNovRkaSOUHFZRERERCpTYYGwKmzcuJExY8YA4HQ6mThxIrGxsYwZM4a0tDQAJk2axP79+5kyZQo//PBDdcYRETFc80bufHVfH4L8PLj9o7Us3brf6EgiUs+puCwiIiIilalwDcKL9d5777Fo0SI8PDwAWLp0KYWFhcyfP5+kpCQmT57M22+/zd///vfqiiAiUis19bHzxb2XceOMFdw5ex3v3BLNkK7NjY4lIiIiIiIiDVS1FQhDQ0OZNm0aTzzxBACJiYn069cPgIiICJKTky/odR0OBykpKReVraCg4KJfoy7T9ev6df214/pfv6oZf12yl3vnJvLMnwLpE+ZVI+etTe/BSZ06dTI6Qq1QUFRSZnTX6dsiIiIiIiLVodoKhIMHDyY9Pb10Ozc3F29v79Jti8VCcXExVuv5RbDb7Rf9QTIlJaVBfxjV9ev6df215/q/C2/PNW8l8PLP+3n75iiuvqRFtZ+ztr0H8j8np4KetGvyUAPTiIiIiIhIQ1GtaxCeytvbm7y8vNJtp9N53sVBEZH6ppmPO4se7Iu/lxv3fbKef23ZZ3QkERERERERaWBqrEAYFRVFfHw8AElJSYSHh9fUqUVEarXmjdz5/q/98PO0cc+cRGav2mV0JBEREREREWlAaqxAOGjQINzc3IiLi2PSpEk8+eSTNXVqEZFaL9DXncXj+gIwceEWPlmdZnAiERERERERaSiqdY5vcHAwCxYsAMBsNvPiiy9W5+lEROq04MaeLHqwD9dNX8HTXyfjbrUwPDrY6FgiIiIiIiJSz9XYCEIREalct2A/vryvNwCPfr6RRRszDE4kIiIiIiIi9Z0KhCIitUx0mD+f3NkTgIc+28DiTSoSioiIiIiISPVRgVBEpBbq0y6AD2+/FIAHP93Asm37DU4kIiIiIlJ3HM0vJP1I/hlfR/MLjY4mUiupQCgiUksN6NCMmWOiAbjjo3Ws2HHI4EQiUt8UFJWcdVtERKSuynEUE7/90BlfOY5io6OJ1ErV2qREREQuzlVdmjPlpu48+vlGbn5/NXPG9qBf+6ZGxxKResLdZqHVhCWl27smDzUwjYiIyP8czS88o5jnY7fSyNOt3OceOV5InqOE3IJijheVUFhcQubR47hZzHi4WXC3WTCbTNWS62zZROoKFQhFRGq54dHBOF0uHv9iE2M+WMNnd/Wid9smRscSEREREak2J0cAnqp/eADubha2ZhwjOeMYW/Ye5Y9Deew6lMfBHAeus7yeCfBws9DkFzea+bjTzMdOoK87gb7ulOTmkGU7RKDviX3ediumCoqJ5eU6mU0FQqnLVCAUEakDbooJobDEydNfJzPqvV9VJBQRERGRBsHlcrE/x8Fvmcf4an06yRlHKShyAuDnaaN9M28iQ/0oLHbiZbfibrPgZjHTpqkXfxzMo6jESX5hyX+/ivF0s3CsoIiUzGPEbz9IXuF/l9dIOFh6Tk83C4G+J4qIzXzdaeLlRoC3G0287YCL3Yfz8bJb8bZbcbOaKywmitQlKhCKiNQRN/cMw2Y288SXmxj13q/Mv7sXPduoSCgiIiIi9U/qoTy+T85kS8YxsvJONBZpHeDFNd2CiAhpRMfmvgT62jGZTDiKSlideqTM8ZGhfni6nVnyiAz1Y8Pu7NJtR3EJze0l+DVuzIGcAvYfK2DfUQf7cwrYf7SAzenZHM4tf1oxgN1qpom3Gz9u20+XoEa0DvCkTYA3HVv4YLdaqvAdEaleKhCKiNQhIy8NwelyMeGrzcTOVJFQREREROqPYwVFLN6YyYJ1e0jak43ZBO2aedOvfQCdmvtyeYempcW97ftz2b4/FzhR9LtQdquFoEZWupczO+fU9QYdxSUczS9i/7ECVqceIddRTJ6jmOz8Ig7nOUjJOMZP2w7g/O88Z6vZRHigN12CGhHdqjGRIX542U+UYLReodRGKhCKiNQxcT1CKSgq4flvtxI781fm3d2LXioSioiIiEgdtSk9mw9X7OL75EwKipyEB3rz4IC2+Hq44W03rmxR3nqDkaF+HMk/czRhZKgfa1OzyMor5ECOg/Qj+RzJL+LrDXv5PDEdswnCmnjRJciXv/RpRUyYf5nj1fxEjKYCoYhIHfSXPq1xs1p46uvNxGkkoYiIiIjUMU6ni59+O8DM+D9YnZqFj93KiOhgbooOoVtwI/ZmHy+3GUhtZrWYaebrTjNfd7q2bERkqB9rUrPYnZXPjgO5pGQeY/GmTBZvyqRXG39GxoRwddcWeLhZ1PxEDKcCoYhIHTW6ZyguXDz9dTKxM3/lkzt70qddgNGxRERERETKdTS/kEN5Dv69ZT/z1uwhLSufQF874wa245puLUqn4O7NPo6jqKTGclltbqQfyT9jf1VksFnMtG3qTdum3gzu0pxDuQ5yCor499b9/G3BRp5buIVrI4IY0KEpLpdLDU/EMCoQiojUYTf3DKOo2Mnz327l5vdX8+HtlzKgQzOjY4mIiIiIlFFQVMJHK3fxQUIqxwqKCWrkTmxMCLf0CmXz3mMkpmWXef7FrCt4vhwlrnJH71VHhgBvO9d1b8GtvcNI2pPNks37+DIxnU9X76alnwf92gfQJagRFrMKhVKzVCAUEanj/tKnNR5uFsZ/uZnbP1yrkYQiUmUKikpwt1kq3BYREalMQVEJ89fuYcbPO9h/zEFYE09GRIfQtqkXJpMJq8VsdMQad7zIWdpspX/7pvRo5U9WXiHz1u5m3to9NPbcR592AWesUyhSnVQgFBGpB2IvDcVkMvHEF5u4+f3V/F9cBNdHtDQ6lojUce42C60mLCnd3jV5qIFpRESkrjg5lXjxpkzmrtrNwVwH3YIb8fhV4TiKNY32dO42C0O7taB5I3e2ZR4j/vdDLN6UyY8pB0jLyuPhK8Jp5GkzOqbUcyoQiojUEyNjQrBbzfx1XhJ/nZeEl5uVKzsHGh1LRERERBoQR3EJH69K4/3lf3CsoJiwJp6MjWhNmwAvurT0Kx05J2cym0x0DmpE56BGpB3OI377QT5csYsvEtO5s28bbu/bCl93FQqleqhAKCJSj1wf0RIfdyt3fLSOO2evY/VTVxDo6250LBERERGp5xzFJXy+Lp0ZP+0g42gBYf5lpxLL+Qlr4sWY3l608HPns9W7eXPpdmatSOWufq35S5/WeNtVzpGqpZ8oEZF6ZmDHQJ4Y0oG///Abd368jm/H9TU6koiIiIjUU4XFTj5P3MM/l50oDEaHNebxIR3Id5SoMFgF2jfzZuatMSTvPco/lm7njX9v5/3lqdzcK5Qbo1pit/5vbWAfu5VGnm4GppW6TAVCEZF66P4/tWNm/B9s3nuUpD3ZRITUXBc4EREREan/ikqcfJGYzvRlO9ibfZzIUD8mD+9Gv/YB7M0+Xm5XYLlwXVs24v3bLmXjnmxeWbKVf/60k09W72ZQp0C6h/hhNpnoHx6gAqFcMBUIRUTqqRmjoxj9/mpu/3ANGyZeZXQcEREREanDjuYXkuMoprjEyQ/J+/h4VRqZRwvoGuTLKzd05fLwphoxWA2KS5ykH8kv3W7i7cakGy/hk9V7+CE5k88T00nYcYghXZrTPzzAwKRS16lAKCJST13WLoCwJp6kHc5n6db9algiIiIiIhfsSH4hb/24g59+O8CR/CKCG3twW+9W3NmvFSH+XkbHq7eOFznZsDOrzL7IUD/aNfPm/gHt2JR+lP9s3ceHK3exJeMor9xwCe0DfQxKK3WZCoQiIvXY7Dt6cPnrP/PgZ+vZ9tLVRscRERERkTqmuMTJ1xv28o+lv7M3+zgt/Ty4tnsQHQJ9MJlMlDhdZUa4ATiKSgxK27CYTSYiQvwGWBwHAAAgAElEQVToGuTLr6lZxG8/yJD/W86tvcN4+IpwGnmq47GcOxUIRUTqsbAmXkSF+rF+dzb/2bqfQRpFKCJVpKCoBHebhU6dOpXZFhGR+qHE6WJh0l7e+vF3dh3OJzzQmzG9wujY3KfMVOKKRrhJzbFazPRtF8Dd/Vrx4co0Plqxi6/X7+XO/q0ZfWko/t52oyNKHaACoYhIPTdtdBR9Ji/jrtnr2P6yRhGKSNVwt1loNWFJ6fauyUMNTCMiIlXF5XLxry37mfLv3/j9QC5dgnx579YYOjb3Zvnvh42OJ2dht1np2boJIY09Wbwpkzf+tZ1vNmTw2vBLiA7zNzpeneFyucjIPs7WzGPsOJBL26ZeXB7eDKjffwhVgVBEpJ5r6efBgA5N+em3g7y3/A8GNjc6UdUrKiriqaeeYu/evRQWFnLffffRrl07JkyYgMlkon379jz33HOYzWYWLFjAvHnzsFqt3HfffQwYMICCggIef/xxDh8+jJeXF6+99hr+/v4kJSXxyiuvYLFY6Nu3Lw8++CAA06dP5+eff8ZqtfLUU0/RrVs3g98BERGpK5xOJ88//zy//fYbbm5uvPzyy4SFhZU+vmzZMv75z39itVoZPnw4I0eOrPCYtLS0c77XuVwu+vfvT6tWrQCIiIjg0UcfNehdkNriZOORk9btyuLd+D9IycyhTVMvZtwcxdVdm2Mymc6YRiy1V5CfB3f1a83mvUf5cdsBhr+9ij9f0pz7/tSWxv/tcuxjt6rjcTkcxSU88cUmVv2RhQkI9HXnp98OsmFPNvdfFkT39iFGR6w2KhCKiDQAb9zUneiXl/L6v36j56hWRsepcosWLcLPz4/XX3+dI0eOcMMNN9CxY0cefvhhevbsycSJE/nxxx+JiIhgzpw5fPnllzgcDkaPHk2fPn347LPPCA8PZ9y4cSxZsoQZM2bwzDPP8NxzzzFt2jRCQkK4++672bJlCwBr1qzh888/JzMzk3HjxvHll18a/A6IiEhdsXTpUgoLC5k/fz5JSUlMnjyZt99+GzjxB69JkybxxRdf4OHhwahRoxgwYAAbNmwo95hJkyad870uMzOTLl268M477xj8DohRjuYXUmj1LlPocxSVsDr1CJlHj/Pd5kx2HsyjkYeNCVd35M6+rbFazAYmlothMpnoFuzHyJgQ/rF0Oz8k7+OnbQe5qksgl7by508dmqpAeJoSp4tH5iex6o8sBncOJLqVP952K6mH8liYtJdXl6bRtmVTruhUP5dtqjUFwlWrVrF48WJeeeUVo6OIiNQ7TbztjIgO5ovEdD5Pziamu9GJqtaQIUMYPHhw6bbFYmHLli306NEDgP79+7NixQrMZjORkZG4ubnh5uZGaGgo27ZtIzExkTvvvLP0uTNmzCA3N5fCwkJCQ0MB6Nu3L6tWrcLNzY2+fftiMpkICgqipKSErKws/P0rn7Zx+hptWrNNRKThSUxMpF+/fsCJUXzJycmlj+3cuZPQ0FAaNWoEQHR0NOvWrSMpKancY87nXpeens7+/fsZM2YM7u7uPPnkk7Rp06YmL10MluMoZunWDFo0d5XuCw/0ZsmmDFb9cRh3m4Whl7SgR2t/rujUTMXBesLDzcKQri2IDG3Moo0ZLEzKYN2uIwT62glu7Gl0vFrD5XLx9Neb+W7zPsYNbEeLRh6lj7UO8OLBAe34YPlOnv46mUtb++PrXv8awNSKAmFaWhpbt27F4XAYHUVEpN4aP6QjXySmM39zNhMdxXjZa8UtoEp4eXkBkJuby0MPPcTDDz/Ma6+9VrqAtpeXFzk5OeTm5uLj41PmuNzc3DL7T32ut7d3mefu2bMHu92On59fmf05OTmVFggdDke5a7alpKSUbp9s9nCqk4+f7TEdq2Nr47FGKygoqFV5QJnOR23MdXqm8v4NnIvT7y8Wi4Xi4mKsVutZ71PlHeNyuc75Xte0aVPuvvturr76atatW8fjjz9e6Qh4h8NR6/47nI/a+HNkpEKrN8VFRWTuy8TlcvH74UJe/1cBR/KL6BroTu8QT9xtRRw6uJ+jQR4cPlR2vUGTxUbmvswzXrdjgNsZ+8vbV5ufG+4fYniGmnju0HbubPczkZCWx92zE7k63Ie/RPnjYz/zD9YN7d/P11uPMm/tYUZ18+PK1p4s3ZpxxnPuv6w5T363iyc+WcVfL2tqQMqqUdH9q1Z8OgwLC2Ps2LE89thjRkcREam3mvrYuaNPa2atSGXKv7cz8drORkeqUpmZmTzwwAOMHj2aa6+9ltdff730sby8PHx9ffH29iYvL6/Mfh8fnzL7z/ZcX19fbDZbua9RGbu9/O5xlX3APNvjOlbH1rVja1JKSkqtygPKdD5qY66qynT6/cXpdGK1Wst9rLz71KnHmM3mMs89272uXbt2WCwnigAxMTHs37+/TIGxPHa7vdb9dzgftfHnyEjpR/Kx2jKwefmzaGMGOw7m0r6ZN6N6hJ4xksxs92DL/rIDeCJDPWnRvMUZr+vheeb+8vbV5ueazWbDM9TUc4NaQK+OJWzbd4wv1+/l170OJgzpyIjoYMzm//0+aEj/fvZk5TPn03gGdmzGq6Ni2Jt9vMxI25M6+pu4q18b3o3/g1sv78xl7QIMSFt9NGZYRKQBefSqcABmrUjlYE79GbV96NAh7rjjDh5//HFGjBgBQOfOnVm9ejUA8fHxxMTE0K1bNxITE3E4HOTk5LBz507Cw8OJioril19+KX1udHQ03t7e2Gw2du/ejcvlIiEhgZiYGKKiokhISMDpdJKRkYHT6Tyn6cUiIiIAUVFRxMfHA5CUlER4eHjpY23btiUtLY3s7GwKCwtZt24dkZGRFR5zPve66dOn8/HHHwOwbds2goKCzloclPrH6XKxMfM4by37nfTsfK7rHsSbsRGaZtoAudssPHRFe759sC9tArx44stN3PTuKrZkHDU6Wo1zuVw89fVmzCZ4eVjXSn8vPjIonNYBXjyzMBmn88wiYl1W7SMIN27cyBtvvMGcOXMq7dglIiLVy8tu5dqOvny77RjfbNjLXf3rx9pD77zzDseOHWPGjBnMmDEDgKeffpqXX36ZqVOn0qZNGwYPHozFYmHMmDGMHj0al8vFI488gt1uZ9SoUYwfP55Ro0Zhs9mYMmUKAC+88AKPPfYYJSUl9O3bl+7dTyzeGBMTQ2xsLE6nk4kTJxp23SK12alrbGq9TZH/GTRoECtWrCAuLg6Xy8Wrr77Kt99+S35+PrGxsUyYMIGxY8ficrkYPnw4gYGB5R4DMH78eJ599tlzutfdfffdPP744/zyyy9YLBYmTZpk8DshNSkj+ziPzN9IYloeHQJ9uCGqJb7uNixmFYkbss5Bviy4pzdfrk9n8vfbuHZaArf2bsXfrgqv/OB64usNe1n++yFevL4LQX4elT7f3Wbh4Svb89d5Sfyy/SADOjargZQ1o1oLhO+99x6LFi3Cw+PEm3y2jl0Ab7zxRqWvWRXrYDS0ufSn0/Xr+nX9Dff6Aa5t5863247xyncp9PAvwM1i/P8YXuz0hWeeeYZnnnnmjP1z5849Y9/IkSMZOXJkmX0eHh689dZbZzw3IiKCBQsWnLF/3LhxjBs37iISi9R/p665uWvyUIPTiNQeZrOZF198scy+tm3bln4/cOBABg4cWOkxAK1btz7ne12jRo2YOXPmxUSXOsjlcvH1hr08t2gLxSUuBrTx5spuYRo9KhSXOEs7Wvdu24Q5d/bg/fg/+HjlLhZtzGB0ZDM8muViNZvxsVvrZcfjI3mFvLR4K1GhftzS89wHr/35kha8+l0Ks1akqkB4rkJDQ5k2bRpPPPEEcPaOXeeqKtbBaEhz6cuj69f16/ob7vUDkJLC7X08+XDFLhKzPbijb2ujE4mIiIhIFTuSV8jT35zoyhoT1pjHB3cgYfMOFQcFgONFTjbszCqz767+bWneyINvN2YwPSGd+RsPclXnQO69vE29LBC+uXQ7R48X8eqNl5RZf7EyNouZMb3CeOPf2/l9fw7tAytfj7wuqNY1CAcPHly64C5U3LFLRERq1nXdgwCY8fMOg5OIiIiISFVL+P0QQ/4vnv9s3c8TQzow/57etGxc+fRJkeDGntx7eVuuDvfB5YJPVu/m3rnr+fWPw5UfXIds35/DJ6t3c3PPMDo29z3v40f1CMVuNfPhyl1VH84gNdqk5Gwdu0REpOZEhjZmbN/WZOcX8dzCZIpKnEZHEhEREZGL5CguYeI3ydzywWrcrRbeHRPNdd2DyDx6HEdRidHxpI4wmUy0a2Lnr1e058bIlhw45iBu5q+M+WA1K3cewuWq2805XC4XLy3eipebhUcGXdh6i0287QyLaMlX69PJzi+s4oTGqNEC4dk6domISM3q2y6Apj52Pl6Vxo4DuUbHEREREZGLsH1/DsP+uZLZv6bRs7U/t/dpzb6jDuK3HyJ++yEKS+p2UUdqnsVsIqaVP/Pu7smTV3ckJTOH0e+tZtg/V/Dd5kxK6mgX3x9TDrD890M8Migcf68Lnzp9e99WFBQ5WbBuTxWmM06NFggHDRqEm5sbcXFxTJo0iSeffLImTy8iIqcY0LEZk4d3A2BWQmqd/0ugiIiISEPkcrmYvWoX105L4MCxAl4bfgnXR7TEzVqjH/elHrOYTQzt1oL59/Tk8cEdOJxXyP2frOeKKT8z99c0jhfWndGpBUUlvLRkK+2aeXNLr3NvTFKejs19iQr146v1e6sonbGqfX5vcHBwaQfIirpviYiIMVo18QTg88R0HrqiPSH+ngYnEpGGoKCoBHebpcJtERE5N38cyOHpb5JZ9UcWvdr489SfO+HlZmF16hGjo0k9cmpDk8aebtx7eVtcLhefJ6bzzDfJ/P2HbcReGsKtvVvV+s8TM37eSdrhfD69syc2y8UX0W+IbMmzC7eQknmMTi3Ofy3D2kQLAIqINGBhTbyYPjqSBz/dQK5DTaNEpGa42yy0mrCkdHvX5KEGphERqXtcLheLN2Xy7MJkcguKubZbC3q1aULy3mNEhvoZHU/qObPJRP8OTbmlVxhrdx3h45W7mLViF+8npHJFx2bcdlkr+rYLKO2YfTS/kJxyPmv42K012h059VAe7/y8k+sjgrisXUCVvObQbkG88O1WvknaqwKhiIjUbb7uNgBunLGS/4uL4KouzQ1OJCIiIiIV2ZOVz7MLk/n5t4N0bO7D4N7NCfR1NzqWNDDFJU72Zh8nyM+dJ//ckTv7teabDXtZtDGDpSkHaNPUi9t6t2J4dDA5jmLitx864zX6hwfUWIHQ5XIxcWEydquZp4d2qrLX9fdy4/LwpizckMH4wR0xm01V9to1TQVCEZEGrkdrf/42KJyp/9nO1sxjKhCKiIiI1ELFJU4+WrmLKf/ejskEE6/pzBWdmrFix2Gjo0kDdOq045M6NPfly8takbQnm49X7uK5RVt4/V+/MaRrICGNvWjqYzcoLXyTtJflvx/iheu60MynagvqwyJb8uO2A/yaepjL2lbNyEQjqEAoItLAudssPHRFe6Yv20FBkdPoOCIiIiJymqQ92TzzzWaS9x7jio7NeHFYV1r6eZB+JN/oaCJlmE0nBiD0aO3PloyjfLV+L99syKDY6aJ9M296t2lCeHMfzKaaG2mXeiiPZ75OJjqs8UU3JinPlZ0C8XKzsHBDhgqEIiJS93naLbzzy05cuHjy6qobdi8iIiIiFyb9SD5//+E3Fm3MoKmPnX+OjuLPlzQvXdtNpLY5fWTh5eHNuK13K2atSGVNahazf03D38uNXq39iQhtVO15HMUlPPjpeqwWM2+NisRSDVOAPdwsDOnagu82Z/LC9V3qbOM1FQhFRASAyTd24/lFW0jJzDE6ioiIiEiDdiCngLd/3sknq3djAh4c0I57/9QWb7s+wkvd09jLjYEdA7k8vBlbMo6y6o/DfJe8j2W/HeCGyGD+clkrOjT3qZZzv7okhS0Zx3j/1hha+nlUyzkAhkUG8eX6dH7+7QBDuraotvNUJ/12ERERAIZ0bc6sFak4ikqMjiIiDVxBUUnpX99P/V5EpL7bm32cDxNSmbs6jaISFzdGtuSRQeEEVWNhQ6SmWMwmugX70S3Yj4zs46QeyuOr9el8tmY3vdr4c1vvVgzqHIjVYq6S8/3zpx18vCqNsX1bc2XnwCp5zYr0btOEJl5ufLspUwVCERGp++xWM7uz8vlqfTomE/Rv35Qm3sYtJiwiDZO7zUKrCUsA2DV5qMFpRESq38Y92byfkMp3mzMBuK57EH+9oj2tArwMTiZSPYL8PIjrEcLLw7oyb+0e5v6axn2frKdFI3du6RVG7KUhBFzg5xCXy8WUf29n+k87GBYRxJNXd6zi9GeyWswM6dqcr9bvJb+wGE+3ulduq3uJRUSk2rRo5M7y3w/xtwUbAbinfxue/LPWIxQREZGG62h+ITmO4jP2+9itNPJ0u+DXPZxbwA9b9jN/7R42pR/Fy83CTdHBxF0aTMB/u6yebEJiNUNxOb3kNPND6rrGXm7c96e23NWvNcu2HWD2qjRe/9dv/N/S37mmWwvG9A4jIsTvnNfdPJpfxOQfUvhszR7iLg3hlRsuqZZ1B8tzTbcgPlm9m2XbDnBNt6AaOWdVUoFQRERKvXrDJTwwoB0A1/9zBXmFZ/7PsIiIiEhDkuMoJn77oTP29w8PuKAC4Y4DuXyeuIcv1qVzOK+Qxp42hl7SguiwxrjbLNht1jPOFxnqx4bd2We8VmSo33mfX6S2KC5xlunE3TnIl3+OjuRgroM5q9L4IjGdrzbspU2AF0O7tWBwl+Z0bO5T7hTk44UlfJG4h6n/2U728SLuubwNE4Z0rNGGPj1a+9PUx87ijZkqEIqISN1mtZgJa3JiKou71UJheX+qFhEx0OlrEmqNQhGpC3IKiliyKZMF6/awfnc2FrOJ3m2a0KqJJx2a+9bYCCeR2uT0jscAl7X1x91m4a7+bRjdM5SlKQdYtu0A//xpB9OW7cDDZqFbcCOCG3tit5kxAckZx9iy9yjFThe92vjz7DWd6RJU/R2ST2cxmxh6SQs+W7ObXEdxnWsqVLfSiohIjbFZTRSVuIyOISJSxqnrE4LWKBSR2svlcrE6NYvP16Xz3eZMjheV0K6ZN0/9uSPDIltSWOwsd2SiSEN2etGwsacbw6OCeebPHdmwJ5utmcfYknGMhB0HKSpxUeJ00SHQh7v6t6FvuwAua9ukRkcNnm5otxZ8tHIXS7fuZ1hkS8NyXAgVCEVEpFw2i5lVOw9z9+x1jOoZyoAOzYyOJCIiIlKrHc0vZNfhPL5P3sfiTZmkHzmOp5uFwV0CGdK1OV2CfDGZTBQWO7V+oMh5cHez4m6zEhXqT1SoP3Bimn9wY0+Dk5UVHdqY5r7uLN6UoQKhiIjUD3/u2oKlKfv5+beD2CxmFQhFREREKlDidBG//SAfrkwl4fdDOF3QqoknI6KD6RrUiJ5t/NmwO5vlvx8uPUbrB4pcnNPXMDzpYhsIXQyz2cQ13Vrw8apdZOcX4mdQjguhAqGIiJTrscEdeGxwBwa/GU+xU2sRioiIiJzuZGOE95ansjsrHz9PG33aBRATdqJZgYhUn/LWMIQLbyBUVYZFtuT9hFSWbM7k5p5hhuU4XyoQiojIWVktJkqcWotQROqGk01LOnXqpAYmIlJtikqczFuzm8/W7OFwXiERIX6MH9KRzkE+rCqnYCEiDUeXIF/aNvVi4YYMFQhFRKT+sJpNFKtAKCJ1xKlNTNTARESqmsvlImlPNv/Zup/s40X0ax/AuIHtubRVY0wmU7nTHUWkYTGZTAyLaMmU/2wn/Uh+rVsnsSJmowOIiEjtZjGbKFY3YxEREWngDuc6+CAhlc8T0/GyW/lHbHfmjO1Jj9b+hnZNFZHa5/qIEw1KFiZlGJzk3GkEoYiInJXVbOZ4UQmHcx2YTSYae9WdhXZFRERELpbT5SLh94P8e+t+LGYT10cEcWkrfyJC/M4YMajOxCLGK695SU03Lglt4kl0WGMWJu3l/j+1rRN/RFCBUEREzsrdzUL89oNEv7wUgFdu6Fqn1tIQETnp9DUJtUahiJzuaH4hOY7i0u3s/EJeWpzC6tQsOrXw5fruQfh62IDyGySoM7GI8cr7t2lE45JhEUE8u3ALKZk5dA7yrdFzXwgVCEVE5KyeGdqJXzs1A+D5RVvIyD5ucCIRkQtz6vqEoDUKReRMOY5i4rcfAmBPVj6frE4jv6iE67oH0VNTiUXkPAztFsQL327ly/XpdA7qbHScSqlAKCIiZxUe6EN4oA8ALy9OQf1KREREpL7bmJ7Nl4np+HrYePOGS8gpKK78IBGptcqbdgxgNUOxs+y+qloqwN/Ljau6BPLl+nQeH9yh1s9aUIFQRETOmdkMTlUIRaSeOnXKsaYfizRMLpeLH7ft58eUA7Rq4snNPcNo18ybDbuzjY4mIhehvGnHcGJZgNP/fVflUgG39Arju837WLwpkxHRwVX2utVBXYxFROScmU0mSlQgFJF66uQU5FYTlqg4KNIAOZ0upvxnOz+mHCAyxI87+rTGy64xNSJy4Xq3aULbpl7M/TXN6CiVUoFQRETOmcVk0hRjERERqXeKSpz8bUES32zIoH/7AEZEB2O16OOyiFwck8nELb3CSNqTTfLeo0bHOSvDf+OtX7+e8ePHM378eI4dO2Z0HBEROQuTCZwuVQhFpOEpOG09otO3RaTuKigq4b65iXyTlME9l7dhSNcWakYiIlXmxqhgPGyWWj+K0PAC4YIFC3jxxRcZMWIE3333ndFxRETkLCxmkwqEItIgnTr9WFOQReqPXEcxt3+4lqUpB3jp+i6M6RVmdCQRqWcaedi4PiKIhUkZHD1eZHScChleICwpKcFut9O0aVMOHjxodBwRETkLrUEoIlK+U0cUanShSN1wJK+Qm9/7lTW7sngztjtjercyOpKI1FO39m7F8aISPlqxy+goFTK8QOjh4UFhYSEHDx4kICDA6DgiInIWZrPWIBQRKY8anIjULfuOFjDy3VWk7MvhnVuiuSGydncXFZG6rXOQL0O6NOf95X+QnV9odJxyVWuBcOPGjYwZMwYAp9PJxIkTiY2NZcyYMaSlnZh7PXLkSCZOnMi8efO47rrrqjOOiIhcJLPpRIc/ERERkboq9VAew99eSebRAj66/VIGdQ40OpKINACPDAont7CYmfF/GB2lXNXWs/29995j0aJFeHh4ALB06VIKCwuZP38+SUlJTJ48mbfffpuuXbsyefLk6oohIiJVyGIy8e+t+9g67URTKQ+bhddv6kZYEy+Dk4mI1F4FRSW42yx06tSpzLaI1LwtGUe5bdYaSpwu/hEXQai/J+lH8ksfd2iJABGpJh2a+3Bd9yA+XLGLO/q2JsDbbnSkMqqtQBgaGsq0adN44oknAEhMTKRfv34AREREkJycfEGv63A4SElJuahsBQUFF/0adZmuX9ev62+41w8X9x5c3c6TzfsLgBOL69pdxaSl/kH+gYu7nZz80CwiUh+dnH580q7JQ8s8fmrBUMVDkeqzJjWLsR+txcfdyutx3Ug7fJwDxxxlnhMZ6mdQOhFpCP56RXsWb8pkxk87mXhtZ6PjlFFtBcLBgweTnp5eup2bm4u3t3fptsViobi4GKv1/CLY7faL/iCZkpLSoD+M6vp1/br+hnv9cHHvwbMN+60TEakWpxYQTy8eikjVWLp1Pw98up6WjT2YM7YnLpeLtMPHjY4lIg1Mm6bejIgKZs6vu7gxqiVdWzYyOlKpGmtS4u3tTV5eXum20+k87+KgiIiIiEhDcnpHZHVIFjk/LpeLd37ZyV1z1hEe6MPn9/SmpZ+H0bFEpAGbcHVHGnu68cj8pFp1X6+xAmFUVBTx8fEAJCUlER4eXlOnlv9v787ja7rzP46/bnKzSVISokpEk0hqqyFMFySWLlRR1VKtiTGxlBaVliQNsUZI1U+nM6glZh6llhTTh5mprn4jY69UhNgqiKaUWGpEJTfL+f3h10wReqOSE+77+Xh4cHPvuef9+Ti535NvziIiIiIid6Sf3x25vDsk//wHi+r0Q4ZIdVBQXMprKzOYuf4AnR+oy//0+w2Xi0rIPf+jrjUoIqbx8XRlVt/f8M3pfN765KDZccpU2SF8TzzxBJs3b6Z///4YhkFSUlJVrVpERERE5K50s9OTr72eoa5vKI5k73cXGP2P78j9TxEvRwQR4FuDr46dL3te1xoUETN1DPXj9482Ysnmo3R6wI+IUD+zI1XuBKG/vz+pqakAODk5MXXq1MpcnYiIiIiI/D97bo6iOyvL3cZWXMrCtGze+eIbaro7sTTqYe6vU4O0Q2fMjiYicpW4p5qy9chZhi9L5y+DfsvDQbVNzVNlpxiLiIiIiEj18fPTl2926nJ5j0WqG8Mw2HDgFN3eSePtzw7RrUU95vfyp0NIHbOjiYiUy8PVmWWDH6Z+LQ8G/eUrtmafNTWPJghFREREROQqv+bah5pclKpkGAb/e/A0Ly3aTtRfd4IFlgxqy59fCsPbTUfFikj1Vvced1YMfYSGvh784a87WL79OKWlhilZdBthERERERGpkJtd+9CeU5t/mnC80XUSb3Tq882WFcdy8sJlPt7zPSt3HOeb0/nce48bE3s0I/LRRrg46zgYEblz+Hm7sXzoI4xavov4v+3hb7tySXr2QULu9a7SHJogFBERqaDS0lImT57MwYMHcXV1JTExkUaNGpkdS0TkjvBrJhd/zU1Z7JmYvNHj2+mXxpANGzYwd+5crFYrzz33HP369bvhMjk5OcTFxWGxWAgJCWHSpEk4OTmRmprKypUrsVqtjBgxgs6dO1NQUMC4ceM4e/Ysnp6eJCcn4+vrWyk1VoYLPxax69vzfHXsHFuyz7Lr+A8APNigJv/T7zf0aFkfV4kxDREAABlqSURBVKsmBkXkzlTHy43lQx9mdXou0z/ezxNz0ng0qDZ92/rzeLN7ucfdpdIzaIJQRESkgr744gtsNhurVq0iIyODmTNnMn/+fLNjiYg4tF8zuViVN3S52RhSVFTEjBkzWL16NR4eHrz44ot07tyZXbt2lbvMjBkzGDNmDA8//DATJ07kyy+/pFWrVixdupQ1a9ZQWFjISy+9RPv27VmxYgWhoaGMGjWKf/7zn8ybN48JEybcch32uFRYzFfHzuFqdcLN6oyb1Ql3FydcnZ0pLi2luNTAVnzl7+KSUi5cLuLsJRvn/v/P2XwbJy9c5pvT+eRdLATA2clCiwY1Gdf1Abo/eB+BdTwrtQYRkapisVjo27YhXZrUZfn243yYnsvrqbuxWCDYz4vf3u/Dm92bVtpkoSYIRUREKig9PZ3w8HAAWrVqxd69e01OJCIilelmk4sVdbMxJDs7m4CAAGrWrAlAmzZt2LlzJxkZGeUuk5WVxUMPPQRAREQEmzdvxsnJidatW+Pq6oqrqysBAQEcOHCA9PR0hgwZUvbaefPm/ao67LEg7QjvfvnNLS3rZnWitqcrde9xp2OoH43revFgg5q0DqhFDVf9GCsid6/aXm6MeiyEVzs3ZmfOebYfOUvGtz+w6/gPnL9kq7QJQothGOZc/fAWZWRk4ObmZnYMERG5jaxWKyEhIWbHsNv48eN58skn6dixIwCdOnXiiy++wGq98Q8sGr9ERO4utzp23WwM2blzJ8uWLeOdd94B4I9//CP169cnIyOj3GU6derEpk2bANi6dStr1qwhPDycQ4cOMW7cOABiYmLo3bs3CxcuJCEhgeDgYEpLS+nUqRNpaWk3zaqxS0Tk7nOj8euO+9VLq1atzI4gIiIOzsvLi0uXLpU9Li0tvenkIGj8EhGRK242hlz73KVLl/D29r7hMk5OTle99p577rHrPX567S/R2CUi4jh0FVcREZEKCgsLKzvqIiMjg9DQUJMTiYjIneJmY0hwcDA5OTn88MMP2Gw2du7cSevWrW+4TLNmzdi+fTsAaWlptG3blpYtW5Kenk5hYSEXL14kOzub0NBQwsLC2LhxY9lr27RpU5Vli4hINXfHnWIsIiJitp/uJnno0CEMwyApKYng4GCzY4mIyB2gvDFk3759/Pjjj7zwwgtldzE2DIPnnnuOAQMG3HDcOXr0KAkJCRQVFREUFERiYiLOzs6kpqayatUqDMPg5ZdfpmvXrly+fJnY2Fjy8vJwcXFh9uzZ+Pn5md0OERGpJjRBKCIiIiIiIiIi4sB0irGIiIiIiIiIiIgD0wShiIiIiIiIiIiIA7vj7mIsIiIiFde7d2+8vb0B8Pf3Z8aMGaZl2b17N2+//TZLly4lJyeHuLg4LBYLISEhTJo06aq7cpqVKysri+HDh3P//fcD8OKLL9K9e/cqy1JUVER8fDzfffcdNpuNESNG0LhxY9N7VV6uevXqmdqrkpISJkyYwNGjR3F2dmbGjBkYhmF6r8rLdfHiRVN79ZOzZ8/Sp08flixZgtVqNb1X12YqKCioFn269nNz+PDh1aJX8st+umbjwYMHcXV1JTExkUaNGpkdq9LZu82mpqaycuVKrFYrI0aMoHPnzhQUFDBu3DjOnj2Lp6cnycnJ+Pr6mlzRrbNnX6MifcjIyGD69Ok4OzvToUMHRo4caXaJFWbPfo6j9KQi+1mO0hMADDHS09ONmJgYIyYmxrhw4YLZcUyxZcsWIz4+3uwYptiyZYsxbtw4Y9SoUcb+/fvNjlPl9uzZY7z++utGTEyMkZeXZ3YcU5w5c8Z49tlnzY5hin379hkvvfSSERsba2zdutXsOFJJCgoKjGeeecbsGIZhGMbChQuNHj16GH379jUMwzBefvllY9u2bYZhGEZCQoLx2WefVYtcqampRkpKiilZDMMwVq9ebSQmJhqGYRjnzp0zOnbsWC16VV4us3v1+eefG3FxcYZhGMa2bduM4cOHV4telZfL7F4ZhmHYbDbjlVdeMZ588knj8OHD1aJX12aqDn0q73OzOvRK7PPpp58asbGxhmEYxq5du4zhw4ebnKjy2bvNnj592ujRo4dRWFho/Oc//yn795IlS4x3333XMAzD+Mc//mFMmzatymu4XezZ16hoH3r16mXk5OQYpaWlxpAhQ4y9e/eaU9wtsmc/x5F6Yu9+liP1xDAMQ7/yAlJTU5k6dSrPP/88H3/8sdlxqlxOTg779u2jsLDQ7CimuHz5MsnJyQwfPpxNmzaZHafKFRYWMmnSJDp27EhGRobZcaqcYRgsXryYBg0amB3FFJmZmdSpUwcnJydCQkLMjiOV5MCBA1y+fJmoqCgGDhxo6vd6QEAAf/rTn8oeZ2Vl8dBDDwEQERHBli1bqkWuvXv38q9//YsBAwYQHx9Pfn5+lebp1q0br732WtljZ2fnatGr8nKZ3avHH3+cadOmAXDixAnq1KlTLXpVXi6zewWQnJxM//79qVu3LlA9vgevzVQd+lTe52Z16JXYJz09nfDwcABatWrF3r17TU5U+ezdZjMzM2ndujWurq54e3sTEBDAgQMHrupZREQEW7duNbOcX8WefY2K9CE/Px+bzUZAQAAWi4UOHTrccf2xZz/HkXpi736WI/UEdA1C4MopIG5ubvj5+ZGXl2d2nCrXqFEjBg8ebHYM03Tp0oXLly+zdOlSnn32WbPjVLk2bdpw+PBhlixZQtOmTc2OU+VWrFhBz549cXNzMzuKKdq0aUNiYiJDhw4lJSXF7DhSSdzd3Rk8eDApKSlMmTKFsWPHUlxcbEqWrl27YrX+9wonhmFgsVgA8PT05OLFi9UiV8uWLYmJieGDDz6gYcOGzJ07t0rzeHp64uXlRX5+PqNHj2bMmDHVolfl5TK7VwBWq5XY2FimTZtG165dq0Wvystldq/Wrl2Lr69v2Q81YP73YHmZzO4TlP+5aXavxH75+fl4eXmVPXZ2djZt3Ksq9m6z+fn5Zach//T1/Pz8q75+p2/f9uxrVKQP125Pd2J/7NnPcaSe2Luf5Ug9AU0QAuDh4YHNZiMvL486deqYHUeq2Pnz55k+fTqjR4+mdu3aZsepcpmZmbRo0YJFixaxbNkys+NUuS1btrBy5Ur27NnD+vXrzY5T5fbv309paSk1a9akpKTE7DhSSQIDA+nVqxcWi4XAwEBq1apVbX4h9vPrd126dIl77rnHxDT/9cQTT9CiRYuyf+/bt6/KM5w8eZKBAwfyzDPP0LNnz2rTq2tzVYdewZWj0D799FMSEhKuOivC7O3q57k6dOhgaq/WrFnDli1biIyMZP/+/cTGxnLu3Lmy583oVXmZIiIiTN+myvvcPHv2bNnzZm9XcnNeXl5cunSp7HFpaelVkyN3I3u32Wt7c+nSJby9va/6+t22fZc3flakD+W99k7vT3ljt6P1xJ79LEfryV0/Qbh7924iIyOBKwPDxIkTeeGFF4iMjCQnJweAfv36MXHiRFauXEmvXr3MjHvb2VP/3cye+mfMmMGpU6eYPXs2n3zyiZlxbzt76r906RLx8fEkJibStWtXM+PedvbU/+c//5mpU6fy4IMP8tRTT5kZ97azp/4GDRowbdo0Zs2aVfZaufusXr2amTNnAnDq1Cny8/Px8/MzOdUVzZo1Y/v27QCkpaXRtm1bkxNdMXjwYDIzMwHYunUrzZs3r9L1nzlzhqioKMaNG8fzzz8PVI9elZfL7F599NFHLFiwALjyS1+LxUKLFi1M71V5uUaOHGlqrz744AOWLVvG0qVLadq0KcnJyURERJjaq/IyvfLKK6b2Ccr/3Gzfvr3p25XYJywsjLS0NAAyMjIIDQ01OVHls3ebbdmyJenp6RQWFnLx4kWys7MJDQ0lLCyMjRs3lr22TZs2ptVyu5U3flakD15eXri4uHD8+HEMw2DTpk13/Pd/eWO3I/XE3v0sR+oJgMUwDMPsEJVl0aJFrFu3Dg8PD1JTU/nss8/YsGEDM2fOJCMjgwULFjB//nyzY1Ya1a/6Vb/qd9T65Wo2m40333yTEydOYLFYGDt2LGFhYablyc3N5fXXXyc1NZWjR4+SkJBAUVERQUFBJCYm4uzsbHqurKwspk2bhouLC3Xq1GHatGlXnTZS2RITE1m/fj1BQUFlXxs/fjyJiYmm9qq8XGPGjGHWrFmm9erHH3/kzTff5MyZMxQXFzN06FCCg4NN367Ky3XfffeZul39XGRkJJMnT8bJycn0Xl2bqaCgwPQ+lfe56ePjU216JTf3012MDx06hGEYJCUlERwcbHasSlWRbTY1NZVVq1ZhGAYvv/wyXbt25fLly8TGxpKXl4eLiwuzZ8+uNr9MvBX27GtUpA8ZGRkkJSVRUlJChw4diI6ONrvECrNnP8dRelKR/SxH6Qnc5ROEn376KQ888AAxMTGkpqYyY8YMWrZsydNPPw1AeHg4//73v01OWXlUv+pX/arfUesXERERERER+93VpxhfeyFOR7tYrepX/apf9f/E0eoXERERERER+93VE4TXcsSL1f6c6lf9ql/1/8TR6hcREREREZEbc6gJQke8WO3PqX7Vr/pVPzhm/SIiIiIiInJjDnX4yBNPPMHmzZvp379/2cVqHYnqV/2qX/U7av0iIiIiIiJyY3f1TUpERERERERERETk5hzqFGMRERGRu8nChQsZNGgQUVFRDB48mL1791b4PU6cOMGGDRsqId31tm/fTnR0dKW896pVqygqKqrUdYiIyK3Ly8vjzTffBGDQoEFXPffRRx8xefLksscTJ06kZ8+eZY/XrFlzS2fApKWlERcXd0t5b0VkZCTPP/88kZGRZX9sNhvR0dHYbDbi4uJIS0sjLS2NVatWVVkuEXs41CnGIiIiIneLw4cPs2HDBlasWIHFYmH//v3Exsaybt26Cr3Ptm3bOHLkCF26dKmkpFVjwYIF9O7d2+wYIiJyA7t376ZFixb8+OOPeHp6XvVcu3btSElJKXu8Z88efH19yc3Nxd/fnx07dtCjR4+qjnxLkpOTCQ4Ovuprc+bMuepxREREVUYSsYsmCEVERETuQL6+vpw4cYLVq1cTERFB06ZNWb16NQAHDx4kMTERgFq1apGUlMS+fftYtGgRLi4u5Obm0r17d4YNG8bChQspKCigdevW+Pv727XciBEjOHbsGBMmTKCoqAh3d3fmzJlDYWEhCQkJFBYW4ubmxrRp07jvvvt+sZYdO3YwZ84cnJ2dadiwIVOnTuXvf/87GzdupKCggOPHjzN06FD69OlDZmYmU6ZMwdPTk9q1a+Pm5kabNm3Iy8sjOjqa3//+9+Tk5DBkyBDOnTtH586dGTVqVOX9R4iIyC8aPXo0X3/9NfXr12f58uUUFxfzySef0K1bNwDq1q2LxWLhhx9+4NSpUwQFBdGsWTM2btzIgAEDyMzMZOrUqeTm5jJ+/HiKi4uxWCxMmDCBJk2a0LlzZ4KCgggKCqJ///7Ex8fj4eGBh4cHNWvWBCAuLo7jx49TWFjI4MGD6d69e1m+3NxcXnvtNfz8/Dh16hQRERFER0dz8uTJ68a1kpISRowYQa1atYiIiGDo0KG/WH+XLl1Yv3592eO1a9dy5MgR+vfvzxtvvEG9evX49ttvefDBB5kyZQrnzp1j7Nix2Gw2AgMD2bZtG59//vlt/l8RuZomCEVERETuQL6+vsyfP59ly5Yxd+5c3N3diY6OpmvXriQkJJCUlETjxo358MMPWbx4Me3atePEiROsW7cOm81GeHg4I0aMYNiwYRw5coTHHnuMfv362b1ccnIyw4YNIyIigo8//ph9+/axevVqIiMj6dixI1u3buXtt99m9uzZN63DMAwSEhJYvnw5tWvX5p133uFvf/sbVquV/Px8UlJSOHbsGMOHD6dPnz5MmjSJt956i5CQEObMmcOpU6fo27cv8+fPZ86cOWRkZFBYWMi8efMoKSmhU6dOmiAUETHZu+++y9ChQ5k3bx4LFizgkUceoW3btle95tFHH+Xrr78mOzub8PBwmjdvzuzZs4mIiKBBgwa4ubnx1ltvERkZyeOPP87+/fuJj49n7dq1nDx5krVr1+Lj48Po0aMZPXo07du3Z+HChRw5coT8/Hy2b9/OmjVrANi8efN1Gb/77jtSUlLw9vbmpZdeIisri0WLFl03rkVHR5OXl8eaNWtwdXW97n1iY2Px8PAAoFevXvTt2/emvTl27BgpKSl4eHjw+OOPk5eXx6JFi3jssccYMGAAmzdvLjevyO2mCUIRERGRO1BOTg5eXl7MmDEDuHI61rBhw3j44YfJzs5mypQpABQVFREYGAhAaGgoVqsVq9WKu7v7de9ZkeWOHj1K69atAcqOwkhKSmLBggUsXrwYwzBwcXH5xTrOnTvH6dOnGTNmDAAFBQW0b9+egIAAmjRpAsB9992HzWYD4PTp04SEhADQpk0bPv744+veMyQkpOyHNqtVu7siImYbNWoUmZmZREVFcejQIbZs2cLAgQPLjiCEK6cZb9++naysLObMmYOvry/ff/89O3bsIDw8HLgyTv32t78FoGnTpnz//fcA+Pj44OPjA8A333xDy5YtAQgLC+PIkSN4eXmRkJBAQkIC+fn59OrV67qMTZo0oVatWgC0bNmSo0ePcujQoXLHNX9//3InB6H8U4xvJiAgAC8vLwD8/PwoLCwkOzubZ599FuC6iVSRyqI9JhEREZE70MGDB1mxYgXvvfcebm5uBAYG4u3tjbOzM4GBgSQnJ1O/fn3S09PJy8sDwGKxXPc+Tk5OlJaWAlRoueDgYPbs2UO7du1Yt24dFy5cICgoiKioKMLCwsjOzuarr776xTp8fHyoV68e8+bNw9vbmy+//JIaNWpw8uTJctdbr149Dh8+TOPGjdm9e3fZ1y0WS1kd5S0nIiLmGTZsGPfffz9vvPEGgwYN4q9//et1r3nooYdYsGABcOUoebgyUbd69WqmT58OXBl7du7cyWOPPcb+/fupU6cOcGUs+0lQUBC7du0iIiKi7OZdp0+fJisri7lz51JYWEjHjh155plnrvolUnZ2NpcvX8bV1ZXMzEyee+65G45rP1/fr1XemBUaGsquXbto2rQpGRkZt21dIjejCUIRERGRO9CTTz5JdnY2ffv2pUaNGhiGQUxMDN7e3kyePJnY2FhKSkoAmD59OqdPny73fUJDQ5k/fz7Nmzev0HIxMTFMnDiR+fPn4+7uzqxZs+jUqROTJ0+msLCQgoICxo8ff91ymzdvpk+fPmWPZ8+ezfjx4xk2bBiGYeDp6clbb73FyZMny13vpEmTiI+Pp0aNGri4uHDvvfcCV46wGDZsGK+++qr9TRQRkSqRlZVFs2bNyM3NpWHDhuW+xsPDA6vVWnaEIFy5mcemTZsICgoCrow9CQkJLFmyhOLi4rKJw5+bNGkS0dHRpKSk4Ovri5ubG35+fuTl5dG7d29q1KhBVFTUdUeYu7i48Nprr3HmzBm6detGkyZNiI2N/cVxrTIMHTqUmJgY1q9fT926dXU0vFQJi2EYhtkhRO4WM2fOJCsri7y8PAoKCmjYsCE+Pj68++671702MjKSyZMnV+jw8xuJi4uje/fuBAUF0atXL5o3b45hGNhsNnr16sXvfve7X70OERGR6uCDDz7gqaeewtfXlzlz5uDi4sLIkSPNjiUiInew3NxcXn/9dVJTU82OAsDGjRvx8fGhZcuWbNmyhffee4/333/f7Fhyl9M0tMhtFBcXB/z3rlRjx46t8gyNGzdm6dKlwJXrR7366qvUr1+fLl26VHkWERGR26127dpERUVRo0YNvL29mTlzptmRREREbit/f3/i4+NxdnamtLS0yo5cFMemCUKRSlZUVER8fDzffvstJSUl/OEPfyi7mDvAhg0b+Mtf/sLcuXM5efIkiYmJANSqVYukpCT27dvHokWLcHFxITc3l+7duzNixAi71u3i4sLAgQP56KOPNEEoIiJ3hW7dul11UXsREZFfy9/fv9ocPQhXrrW4atUqs2OIg9EEoUglW7VqFT4+PsyaNYv8/Hz69OnDI488AsDnn3/OV199xYIFC6hRowZDhgwhKSmJxo0b8+GHH7J48WLatWvHiRMnWLduHTabjfDwcLsnCAHq1KnD+fPnK6s8EREREREREbnDaYJQpJJlZ2fTrl07ALy8vAgODubbb78FYOvWreTn55dddDY7O5spU6YAV448DAwMBK5cQN5qtWK1WnF3d6/Q+r/77jvq1at3u8oRERERERERkbvM7bs3t4iUKzg4mJ07dwKQn5/PoUOH8Pf3B2DixIl06NCh7CYmgYGBJCcns3TpUsaNG0fHjh0BsFgst7Rum83G+++/z9NPP30bKhERERERERGRu5GOIBSpZP369SMhIYEXX3yRwsJCRo4cSe3atcuef/XVV+nbty+dOnVi8uTJxMbGUlJSAsD06dM5ffp0hdZ3+PBhIiMjsVgsFBcX07Nnz7IjGEVERERERERErmUxDMMwO4SIiIiIiIiIiIiYQ6cYi4iIiIiIiIiIODBNEIqIiIiIiIiIiDgwTRCKiIiIiIiIiIg4ME0QioiIiIiIiIiIODBNEIqIiIiIiIiIiDgwTRCKiIiIiIiIiIg4ME0QioiIiIiIiIiIODBNEIqIiIiIiIiIiDiw/wNXTN2cHKNyNAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1296x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(ncols=3, figsize=(18,5))\n",
    "token_cnt.n.plot(logy=True, logx=True, ax=axes[0], title='Token Frequency (log-log scale)')\n",
    "sent_length.sort_index().loc[:50].plot.bar(ax=axes[1], rot=0, title='Sentence Length')\n",
    "\n",
    "n=5\n",
    "ticks = axes[1].xaxis.get_ticklocs()\n",
    "ticklabels = [l.get_text() for l in axes[1].xaxis.get_ticklabels()]\n",
    "axes[1].xaxis.set_ticks(ticks[n-1::n])\n",
    "axes[1].xaxis.set_ticklabels(ticklabels[n-1::n])\n",
    "axes[1].set_xlabel('Sentence Length')\n",
    "\n",
    "sns.distplot(seq_length, ax=axes[2], bins=50)\n",
    "axes[0].set_ylabel('Token Frequency')\n",
    "axes[0].set_xlabel('Token ID')\n",
    "\n",
    "axes[2].set_xlabel('# Words per Filing')\n",
    "axes[2].set_title('Filing Length Distribution')\n",
    "\n",
    "fig.suptitle('Corpus Stats', fontsize=13)\n",
    "sns.despine()\n",
    "fig.tight_layout()\n",
    "fig.subplots_adjust(top=.85)\n",
    "fig.savefig(results_path / 'sec_seq_len', dpi=300);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:33:32.082004Z",
     "start_time": "2020-06-22T19:33:32.019546Z"
    }
   },
   "outputs": [],
   "source": [
    "files = vector_path.glob('*.npy')\n",
    "filings = sorted([int(f.stem) for f in files])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prepare Model Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create weekly forward returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:33:37.922864Z",
     "start_time": "2020-06-22T19:33:37.667620Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 1405358 entries, 2013-09-17 to 2015-01-23\n",
      "Data columns (total 7 columns):\n",
      " #   Column  Non-Null Count    Dtype  \n",
      "---  ------  --------------    -----  \n",
      " 0   filing  1405358 non-null  int64  \n",
      " 1   ticker  1405358 non-null  object \n",
      " 2   open    1405304 non-null  float64\n",
      " 3   high    1405322 non-null  float64\n",
      " 4   low     1405322 non-null  float64\n",
      " 5   close   1405323 non-null  float64\n",
      " 6   volume  1405323 non-null  float64\n",
      "dtypes: float64(5), int64(1), object(1)\n",
      "memory usage: 85.8+ MB\n"
     ]
    }
   ],
   "source": [
    "prices = pd.read_hdf(results_path / 'sec_returns.h5', 'prices')\n",
    "prices.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:34:39.909282Z",
     "start_time": "2020-06-22T19:33:40.467358Z"
    }
   },
   "outputs": [],
   "source": [
    "fwd_return = {}\n",
    "for filing in filings:\n",
    "    date_filed = filing_index.at[filing, 'date_filed']\n",
    "    price_data = prices[prices.filing==filing].close.sort_index()\n",
    "    \n",
    "    try:\n",
    "        r = (price_data\n",
    "             .pct_change(periods=5)\n",
    "             .shift(-5)\n",
    "             .loc[:date_filed]\n",
    "             .iloc[-1])\n",
    "    except:\n",
    "        continue\n",
    "    if not np.isnan(r) and -.5 < r < 1:\n",
    "        fwd_return[filing] = r"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:34:39.916009Z",
     "start_time": "2020-06-22T19:34:39.911371Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16352"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(fwd_return)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Combine returns with filing data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:34:45.064966Z",
     "start_time": "2020-06-22T19:34:39.917802Z"
    }
   },
   "outputs": [],
   "source": [
    "y, X = [], []\n",
    "for filing_id, fwd_ret in fwd_return.items():\n",
    "    X.append(np.load(vector_path / f'{filing_id}.npy') + 2)\n",
    "    y.append(fwd_ret)\n",
    "y = np.array(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:34:45.069231Z",
     "start_time": "2020-06-22T19:34:45.066270Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(16352, 16352)"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(y), len(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:34:45.098779Z",
     "start_time": "2020-06-22T19:34:45.070499Z"
    }
   },
   "outputs": [],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=.1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pad sequences"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the second step, we convert the lists of integers into fixed-size arrays that we can stack and provide as input to our RNN. The pad_sequence function produces arrays of equal length, truncated, and padded to conform to maxlen, as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:34:59.914245Z",
     "start_time": "2020-06-22T19:34:59.911137Z"
    }
   },
   "outputs": [],
   "source": [
    "maxlen = 20000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:35:00.605719Z",
     "start_time": "2020-06-22T19:35:00.087631Z"
    }
   },
   "outputs": [],
   "source": [
    "X_train = pad_sequences(X_train, \n",
    "                        truncating='pre', \n",
    "                        padding='pre', \n",
    "                        maxlen=maxlen)\n",
    "\n",
    "X_test = pad_sequences(X_test, \n",
    "                       truncating='pre', \n",
    "                       padding='pre', \n",
    "                       maxlen=maxlen)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:35:00.611845Z",
     "start_time": "2020-06-22T19:35:00.606932Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((14716, 20000), (1636, 20000))"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape, X_test.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define Model Architecture"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:35:03.024128Z",
     "start_time": "2020-06-22T19:35:03.019859Z"
    }
   },
   "outputs": [],
   "source": [
    "K.clear_session()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can define our RNN architecture. The first layer learns the word embeddings. We define the embedding dimension as previously using the input_dim keyword to set the number of tokens that we need to embed, the output_dim keyword, which defines the size of each embedding, and how long each input sequence is going to be."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:35:03.518574Z",
     "start_time": "2020-06-22T19:35:03.516606Z"
    }
   },
   "outputs": [],
   "source": [
    "embedding_size = 100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that we are using GRUs this time, which train faster and perform better on smaller data. We are also using dropout for regularization, as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:35:06.029886Z",
     "start_time": "2020-06-22T19:35:05.769981Z"
    }
   },
   "outputs": [],
   "source": [
    "input_dim = X_train.max() + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:35:07.025944Z",
     "start_time": "2020-06-22T19:35:06.031215Z"
    }
   },
   "outputs": [],
   "source": [
    "rnn = Sequential([\n",
    "    Embedding(input_dim=input_dim, \n",
    "              output_dim=embedding_size, \n",
    "              input_length=maxlen,\n",
    "             name='EMB'),\n",
    "    BatchNormalization(name='BN1'),\n",
    "    Bidirectional(GRU(32), name='BD1'),\n",
    "    BatchNormalization(name='BN2'),\n",
    "    Dropout(.1, name='DO1'),\n",
    "    Dense(5, name='D'),\n",
    "    Dense(1, activation='linear', name='OUT')\n",
    "])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The resulting model has over 2 million parameters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:35:07.047095Z",
     "start_time": "2020-06-22T19:35:07.027374Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "EMB (Embedding)              (None, 20000, 100)        2500000   \n",
      "_________________________________________________________________\n",
      "BN1 (BatchNormalization)     (None, 20000, 100)        400       \n",
      "_________________________________________________________________\n",
      "BD1 (Bidirectional)          (None, 64)                25728     \n",
      "_________________________________________________________________\n",
      "BN2 (BatchNormalization)     (None, 64)                256       \n",
      "_________________________________________________________________\n",
      "DO1 (Dropout)                (None, 64)                0         \n",
      "_________________________________________________________________\n",
      "D (Dense)                    (None, 5)                 325       \n",
      "_________________________________________________________________\n",
      "OUT (Dense)                  (None, 1)                 6         \n",
      "=================================================================\n",
      "Total params: 2,526,715\n",
      "Trainable params: 2,526,387\n",
      "Non-trainable params: 328\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "rnn.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:35:09.579820Z",
     "start_time": "2020-06-22T19:35:09.541447Z"
    }
   },
   "outputs": [],
   "source": [
    "rnn.compile(loss='mse', \n",
    "            optimizer='Adam',\n",
    "            metrics=[RootMeanSquaredError(name='RMSE'),\n",
    "                     MeanAbsoluteError(name='MAE')])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T19:35:50.512844Z",
     "start_time": "2020-06-22T19:35:50.510491Z"
    }
   },
   "outputs": [],
   "source": [
    "early_stopping = EarlyStopping(monitor='val_MAE', \n",
    "                               patience=5,\n",
    "                               restore_best_weights=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Training stops after eight epochs and we recover the weights for the best models to find a high test AUC of 0.9346:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T20:55:24.904698Z",
     "start_time": "2020-06-22T19:35:55.908164Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/100\n",
      "460/460 [==============================] - 458s 995ms/step - loss: 0.1034 - RMSE: 0.3215 - MAE: 0.1967 - val_loss: 0.0078 - val_RMSE: 0.0880 - val_MAE: 0.0541\n",
      "Epoch 2/100\n",
      "460/460 [==============================] - 446s 968ms/step - loss: 0.0202 - RMSE: 0.1423 - MAE: 0.0809 - val_loss: 0.0085 - val_RMSE: 0.0920 - val_MAE: 0.0582\n",
      "Epoch 3/100\n",
      "460/460 [==============================] - 432s 939ms/step - loss: 0.0109 - RMSE: 0.1044 - MAE: 0.0624 - val_loss: 0.0072 - val_RMSE: 0.0847 - val_MAE: 0.0530\n",
      "Epoch 4/100\n",
      "460/460 [==============================] - 427s 929ms/step - loss: 0.0088 - RMSE: 0.0940 - MAE: 0.0560 - val_loss: 0.0069 - val_RMSE: 0.0831 - val_MAE: 0.0505\n",
      "Epoch 5/100\n",
      "460/460 [==============================] - 424s 922ms/step - loss: 0.0083 - RMSE: 0.0912 - MAE: 0.0543 - val_loss: 0.0070 - val_RMSE: 0.0834 - val_MAE: 0.0519\n",
      "Epoch 6/100\n",
      "460/460 [==============================] - 426s 925ms/step - loss: 0.0082 - RMSE: 0.0907 - MAE: 0.0543 - val_loss: 0.0068 - val_RMSE: 0.0823 - val_MAE: 0.0501\n",
      "Epoch 7/100\n",
      "460/460 [==============================] - 427s 929ms/step - loss: 0.0081 - RMSE: 0.0898 - MAE: 0.0544 - val_loss: 0.0073 - val_RMSE: 0.0855 - val_MAE: 0.0535\n",
      "Epoch 8/100\n",
      "460/460 [==============================] - 429s 932ms/step - loss: 0.0078 - RMSE: 0.0883 - MAE: 0.0535 - val_loss: 0.0081 - val_RMSE: 0.0900 - val_MAE: 0.0588\n",
      "Epoch 9/100\n",
      "460/460 [==============================] - 429s 933ms/step - loss: 0.0075 - RMSE: 0.0866 - MAE: 0.0534 - val_loss: 0.0087 - val_RMSE: 0.0934 - val_MAE: 0.0615\n",
      "Epoch 10/100\n",
      "460/460 [==============================] - 429s 932ms/step - loss: 0.0072 - RMSE: 0.0851 - MAE: 0.0535 - val_loss: 0.0079 - val_RMSE: 0.0888 - val_MAE: 0.0578\n",
      "Epoch 11/100\n",
      "460/460 [==============================] - 428s 930ms/step - loss: 0.0067 - RMSE: 0.0819 - MAE: 0.0519 - val_loss: 0.0076 - val_RMSE: 0.0870 - val_MAE: 0.0552\n"
     ]
    }
   ],
   "source": [
    "training = rnn.fit(X_train,\n",
    "                   y_train,\n",
    "                   batch_size=32,\n",
    "                   epochs=100,\n",
    "                   validation_data=(X_test, y_test),\n",
    "                   callbacks=[early_stopping],\n",
    "                   verbose=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluate the Results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T20:55:24.911608Z",
     "start_time": "2020-06-22T20:55:24.907588Z"
    }
   },
   "outputs": [],
   "source": [
    "df = pd.DataFrame(training.history)\n",
    "df.to_csv(results_path / 'rnn_sec.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T20:55:24.933208Z",
     "start_time": "2020-06-22T20:55:24.912997Z"
    }
   },
   "outputs": [],
   "source": [
    "df.index += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T20:55:25.831822Z",
     "start_time": "2020-06-22T20:55:24.934555Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(ncols=2, figsize=(14, 4), sharey=True)\n",
    "df[['RMSE', 'val_RMSE']].rename(columns={'RMSE': 'Training', \n",
    "                                         'val_RMSE': 'Validation'}).plot(ax=axes[0], title='Root Mean Squared Error')\n",
    "df[['MAE', 'val_MAE']].rename(columns={'MAE': 'Training', \n",
    "                                         'val_MAE': 'Validation'}).plot(ax=axes[1], title='Mean Absolute Error')\n",
    "for i in [0, 1]:\n",
    "    axes[i].set_xlim(1, 10)\n",
    "    axes[i].set_xlabel('Epoch')\n",
    "fig.tight_layout()\n",
    "fig.savefig(results_path / 'sec_cv_performance', dpi=300);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T20:55:46.807403Z",
     "start_time": "2020-06-22T20:55:25.833034Z"
    }
   },
   "outputs": [],
   "source": [
    "y_score = rnn.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T20:55:46.828823Z",
     "start_time": "2020-06-22T20:55:46.808602Z"
    }
   },
   "outputs": [],
   "source": [
    "rho, p = spearmanr(y_score.squeeze(), y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T20:55:46.832352Z",
     "start_time": "2020-06-22T20:55:46.829964Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4.11 (9.68%)\n"
     ]
    }
   ],
   "source": [
    "print(f'{rho*100:.2f} ({p:.2%})')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T20:55:47.814349Z",
     "start_time": "2020-06-22T20:55:46.833804Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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JGs7jY6ZF1LCImhZRw8Sobce0h/yhyaDBf0/05bPnTOG2T71rWI8puii2nRvvop07d2IYRrabIYQQWaXrOjNnyu4LfcmZwCWEEEIMhCzWEUIIkVckcAkhhMgrEriEEELkFQlcQggh8ooELiGEEHlFApcQQoi8IoFLCCFEXpHAJYQQIq9I4BJCCJFXciZw7dy5c9iPuXfv3mE/5nCQdg2OtGtwpF2Dk6vtGohMfG/mg5wJXJmoUxgKhYb9mMNB2jU40q7BkXYNTq62ayAKtb5rzgQuIYQQYiAkcAkhhMgrEriEEELklbzfSFKI3sRiMerr6wmHwxk7fm1tbUaOfSKkXYOTrXZ5vV4mTZqEy+Ua8d+d7yRwiVGrvr4ev9/PtGnTMrKNeigUoqioaNiPe6KkXYOTjXbZts3Ro0epr69n+vTpI/q7RwMZKhSjVjgcZsyYMRkJWkKcCEVRGDNmTMZGA0Y7CVxiVJOgJXKVvDeHTgKXEEKIvCJzXEKIYbFlyxZuu+02NE1j0aJFXHfddWm3h8NhvvWtb3H06FFKSkq46667qKysTN5+3333sWPHDn74wx8mr9u3bx9f+cpX+Otf/5rx9v/0pz9l3bp16LrOd77zHebNm5d2e2/P79Zbb+X111+npKSEG2+8kdNPP53bbruN7du3A9DU1ERpaSmPPvpoxp9DoZDAJYQYFv/1X//FPffcw+TJk7nmmmvYtm0bc+fOTd7+2GOPMWvWLK6//nr+9re/ce+99/Ld734XgOeee47169czfvz45P0ff/xxfvvb39LS0pLxtm/bto1XX32Vxx57jMOHD3P99dfzxz/+sd/n19jYyJ49e1izZg2tra1cffXV/OlPf+I///M/ASdj8bLLLuO///u/M/4cCokELiEyZM+ePXz7299G13U0TeN//ud/2Lt3L/fffz+qqtLU1MTFF1/MZz/7Wd555x1uvfVWAMrLy7n99tspLi5m+fLlNDQ00NLSwpIlS/jqV7/KzTffTGtrK62trXzxi1/kkUceweVy0dDQwCWXXMKLL77Izp07ueKKK7jssst4+umn+f3vf59s149//GN27tzJz3/+c1wuF/X19Xz4wx/m2muvTTv2Aw88QFlZGQAPPfQQzzzzTNrzu+uuu5g4cSIAgUCAaDTKlClTAFi0aBEvv/xyWuDavHkzy5YtA2DJkiXce++9gNOrWr16Nddffz2PPfZY8v5lZWU89NBDXHDBBcnr1q9fz/bt27nmmmuS19XX13PDDTdQVVXFkSNHWLJkCV/72tfS2rps2TKCwWDy8owZM1ixYkXy8qZNm1i0aBGKojBx4kRM0+TYsWPJHmFvz8+2bRYvXoyqqlRWVqJpGk1NTVRVVSVft/PPP59TTjmln3eLGAwJXEJkyEsvvcTcuXO5+eabee2112hrawPgyJEjPP7441iWxcc+9jE++MEPcsstt3D77bdz8skn89hjj/Hggw9y0UUXMX/+fC666CIikUgycAGce+65XHnllWzYsIGGhgYef/xxtm3bxg033MCTTz5JW1sb1113HZdddhl79+5l1apVFBUVsXz5cl544QXGjRvHoUOHeOKJJ4hGoyxevJhrr7027dipLr/8ci6//PJen2sgEMDn8yUvl5SUcODAgbT7dHZ24vf7k7d3dHTQ2dnJypUrueuuu9i9e3fa/d/73vce93uWLFnCkiVLjrv+4MGD/OIXv8Dv93PZZZcd19t74IEHem17ov3l5eVp7e/o6EgLXD09v4ULF/KrX/2Kz372szQ0NLBr165k7cNoNMojjzzCmjVr+vzdYvAkcAmRIRdeeCE///nPufrqq/H7/clewBlnnIHb7QZg5syZ7N+/n927d/O9730PcIaXpk+fTnl5OW+++SavvPIKPp+PaDSaPHbq2p+ZM2ficrnw+/1MmTIFl8tFWVkZkUgEgDFjxnDTTTdRUlJCXV0d8+fPB2DWrFnouo6u63i93h6PndBfj8vn89HZ2Zm8rbOzk9LS0rT7l5SUJO+TuP3FF1+kqamJr33ta7S3t9PY2MiqVavSelQDMXv27GTgmTdvHnv27EkLXP31uHpqfyLI9vX8Fi1axJtvvsnnP/95Zs+ezdy5c5PtePnll1m4cGHacYZbazDa/51GIQlcQmTIP/7xD84880yuu+46/vrXv/Lggw/yyU9+ktraWkzTJBqNsmvXLqZOncr06dOTgWDTpk00NTXxpz/9Cb/fz8qVK9m3bx+PPvootm0D6anUfaVVd3R08JOf/IR169YB8IUvfKHHY6Tq6fr+elw+nw+Xy8X+/fuZPHkyL7zwwnHJGfPnz+e5555j3rx5rF+/njPPPJMPfOADfOADHwBgw4YNPPLII4MOWgC7d+8mFArhdrt54403+MxnPpN2e389rgULFnD33XfzxS9+kYaGBizLSksc6e357dmzhzFjxvCHP/yBw4cP861vfSsZsF966aUee4fDKRAxM3r8XCWBS4gMOe200/jmN7/JPffcg6qqfPvb3yYQCGAYBl/60pdobW3l2muvpbKykhUrVnDTTTdhms4X0W233caMGTP4+te/zqZNmygqKmLq1Kk0NjYOqg0+n48FCxbwqU99iuLiYkpLS2lsbGTSpEnD/ny/973vceONN2KaJosWLeL0008H4KqrruL+++/noosuYsWKFVx66aW4XC5+8IMfDPp39DTHBeByubjhhhtobm7mgx/8ILNnzx7UcU877TTOOussLr74YizLYvny5YDTa9q0aRPXXXddj88vEonw/PPPs2bNGjweT/Jx4MxxfvKTnxz0cxwcO8PHz1F2jnj77bfz4pjDQdo1OENtV6afTzAYHPRjXnnlFfurX/1qBlrTZSjtGgnD0a7m5mb7vvvuS7vuwIED9kUXXTTkY2bz9TrR9+gzL7w2TC3JL7IAWQiRN2zb5qqrrsp2M3JGgfa3hjZUaFkWK1as4J133sHtdnPrrbcyderU5O1vvPEGd955J7ZtU1VVxd13343H4xm2Rovcsm57Iw+sr+NAS5DJFcUsW1LD0tnV2W5WTjrnnHM455xzst2MvDV27Njjrps0aZIs7i0wQ+pxrV27lmg0yurVq/nGN77BnXfembzNtm1uueUW7rjjDh5++GEWL17MwYMHh63BIres297I8ie20dgRprzIRWNHmOVPbGPd9sHNxWSKbRfqOanIdfLeHLohBa5NmzaxePFiwMkUeuutt5K37dmzh/Lycn7zm99w+eWX09raSk1NzfC0VuScB9bX4dIUit06iuL8dGkKD6yvy3bT8Hq9HD16VL4gRM6x49uapC5DGNqBhqc9+WZIQ4XdF+NpmoZhGOi6TktLC5s3b+aWW25h6tSpfPnLX+a0007jvPPO6/OYkUhk2DdzC4fDOblx3WhqV11jG363QjgcS16n2DZ1jcP39xzq62XbNoFAgEOHDg1LO3o6fi5W+JZ2DU622qUoCpqmHffenjNnzoCPYdlWTn6XDIe+XochBa7ui/Esy0LXnUOVl5czdepUTj75ZAAWL17MW2+91W/g8ng8g/qDDURtbe2wH3M4jKZ21VS30dgRpsjd9VYKRg1qqr3D9hxH0+s1EqRdg5Or7RoIRVHztu0nYkhDhQsWLGD9+vWAUzF51qxZydsmT55MZ2cn+/btA+C1115j5syZw9BUkYuWLakhZtoEowa27fyMmTbLlsjwsBAiM4bU47rgggt48cUXueSSS7Btm9tvv50nn3ySYDDIxRdfzG233cY3vvENbNvmjDPOYOnSpcPcbJErls6uZiXOXFd9S5BJklUoxIjJvYHXkTGkwKWqKitXrky7bsaMGcl/n3feeVJYsoAsnV0tgUqIbCjQyCULkIUQQuQVCVxCCCHyigQuIYQQeUUClxBC5KkCneKSwCWEECK/SOASQgiRVyRwCSFEvirQsUIJXEIIkacKNG5J4BJCCJFfJHAJIUTeKsw+lwQuIYQQeUUClxBC5K3C3ElSApcQQuQpqzDjlgQuIYTIV5ZdmJFLApcQQuQpq0C7XEPaj0sIgHXbG3lgfR0HWoJMlg0khRhxBRq3pMclhmbd9kaWP7GNxo4w5UUuGjvCLH9iG+u2N2a7aUIUDBkqFGIQHlhfh0tTKHbrKIrz06UpPLC+LttNE6JgFGrgkqFCMSQHWoKUF7loD8VoDkQIxUwA9jR3cumqVwp+2FCGUcVIkKFCIQZhckUxzYEIh9pCRGImlk3yv71HAwU9bCjDqGKkFGpyhgQuMSTLltTQEowBYMWvUwCXptAeMgp62FCGUcVIsWywC3C4UAKXGJKls6vxe3VcqoJlJ4KWiqYqRE2LIpdGfUsw283MigMtQYpcWtp1hfx6iMzRVFCUwqtXKIFLDNnMaj8TyosocWu440HLtsGtqYRiJpMqirPdxKyYXFGcnPNLKOTXQ2SOVoBBCyRwiROwbEkNMdPG79WxsDEsC8uyKS3SiZk2y5bUZLuJWZF4XYJRA9t2fhby6yEyR1MLM3BJVqEYsqWzq1mJM6djmO1ETRu3rjJtjK+gs+hSX5f6liCTJKtQZIgqgUuIwVs6u1q+kHsgr4sYCWqBDhVK4BKjkqyjEmL0ksAlRp3EOiqXpqSto1oJwxK8EkGxrrGNmuo2CYoiawoxFR4kOUOMQplcR5W6uNjvVmRxsRBZIIFLjDqZXEcli4uFyD4JXGLUyeQ6KllcLET2SeASo04m11HJ4mIhsk8Clxh1ls6uZuXH51Lt99IWilHt97Ly43OHJYFCFhcLkX2SVSgyKltp6ZlaR5W6uLiuMUJNtVeyCoUYYRK4RMZkOi09WxJBsba2ljlz5mS7OUIUHBkqFBkjGXhCZFhhFs6QHpfInMQuyakGmoGXOsRY6bH5ujImr3tpQmSCUqCRS3pcImOGmoHXfQfhlpAhi3yFEEkSuETGDDUDr/sQo1dXMzrEuG57I5eueoVFdz3LpatekQAp8kZh9rckcIkMGmpa+kgu8u3eu5MSTiKvFGjkkjkukVFDSUufXFFMY0eYYnfX2zNTi3xTe3cAxW6dYNTggfV1Mqcmcp7McQmRI7oPMYYNK2OLfKWEk8hnhRm2JHCJHNR9iLGiSB+2yhfdSQknkdcKNHLJUKHISalDjLW1tczJ0LDdsiU1LH9iG8GoQZFLIxQzpYSTyBsFGreG1uOyLIvly5dz8cUX87nPfY59+/b1eL9bbrmF73//+yfUQCEyKZN1DYUQmTGkHtfatWuJRqOsXr2aLVu2cOedd3Lfffel3eeRRx5hx44dLFy4cFgaKkSmZKquoRCZphRol2tIPa5NmzaxePFiAObPn89bb72VdvvmzZvZunUrF1988Ym3UAghhEgxpB5XIBDA5/MlL2uahmEY6LpOY2MjP/3pT/npT3/KU089NeBjRiIRamtrh9KcXoXD4WE/5nCQdg2OtGtwpF2Dk2vtGkzhZsuyc6rtw6mv12FIgcvn89HZ2Zm8bFkWuu4c6umnn6alpYVrrrmGpqYmwuEwNTU1fPrTn+7zmB6PZ9grbedq9W5p1+BIuwZH2jU4udquAVGU/G37CRhS4FqwYAH//Oc/+fCHP8yWLVuYNWtW8rYrrriCK664AoA//elP1NXV9Ru0hBBCDJ5tZ7sF2TGkwHXBBRfw4osvcskll2DbNrfffjtPPvkkwWBQ5rWEEGKE2BRm5BpS4FJVlZUrV6ZdN2PGjOPuJz0tIYTInELtcUnlDCGEEHlFApcQQuQpu0C7XBK4hBAiTxVo3JJahUKMNhvrO1n5/CscaAkyuaKYZUtqpDLIKFWgcUt6XEKMJuu2N3LvhqOyMWaBkKFCIUTeczbGdDbEVBRng0yXpvDA+rpsN01kQGGGLQlcQowqB1qCeLT0yquyMeboVaAdLglcQowmkyuKiZjp32ayMeboVagLkCVwCTGKLFtSQ8yEYNTAtm2CUUM2xhzFCrXHJVmFYkDWbW/kgfV1eZOplmjvjiPtxEwbt64ys9qf8+0+UUtnV/Pv54zhqT0G9S1BJuXB30oMXYHGLQlcon/rtjey/IltuDQlLVNtJeTkF2KivVHDpD1sABCKmuw9Gsjpdg+XhZNKuOKCwqsYXogkq1CIXjiZakBEgPoAACAASURBVEreZKol2tsRNlBR0FUVVVVoDxk53W4hBqtA45b0uET/DrQEKS9ypV2Xy5lqifZGTQtsiBkWtg1RwDCtnG23EINVoHFLelyif5MrignFzLTrcjlTLdFeVVGIWXbaWenB1jA+j5yvCZHPJHCJfjmZavagM9XWbW/k0lWvsOiuZ7l01SsjVr0h0V7LsgDnrNQGNNVZ31So8wJi9FGV/u8zGkngEv1aOrualR+fS7XfS1soRrXfy8qPz+0zwSGRIJGN0kOJ9qqqiorz4dZUBY+uclK5l86o2e8xhMgHCoUZuWTMRAzI0tnVg8rES03oAKcEUTBq8MD6uhHJ6Fs6u5oFUypo7Agn2wDO+qZqv7fHx+Rbyr8QSmHGLelxicw40BKkyKWlXTfSCR2DGeLMZg9RiKGSwCXEMMqFhI7BDHHmW8q/EABKgUYuGSoUGbFsSQ3Ln9hGMGpQ5NIIxcyslB4a6BBnvqX8CwGF2/Mo1OctMmwoCR3ZlAs9RCHEwEiPS2TMYBM6siGRkLGzsYOOsEFFsYuxPk/WeohCDEahLuyQwCWyIhcy+FJrMI4v9eLSIhzrjGGYFjPHlUpWoch5hbokUQKXGHG5UrS3e8r+WJ+XYrdOtd/Lw9ecO2LtEGKoCnUxvcxxiRGXKxl8PaXsG6bF6/tbRrzahxBDUZhhSwKXyIJcWOMFxydkdIRjHGwNoyjIWi4hcpgELjHiciWDr/sC5Ya2MADj/F5ZyyXyQoEu45LAJUbeQCpapBbovemZQxnp9XRP2beBk8q9lKas55K1XCKXyQJkIUbI0tnVrMSZ6+ppe/nuyRstncGMJW+kpuxfuuoVGjvCabfLWi6Rywq15yGBS2RFX2u8umf7eXUVS1UyXqA3V6p9CDFQhdrjKtSALXJYtpI38q3ahxAFGrekxyVyz+SK4uO2IxmpIbt8qPYhREKBxi3pcYnc0z15I2xYMmQnRA8KdR2X9LjEsBqOUk7dkzcqinS+/sHcGbJLPMe6xjZqqtukNJTIGssqzNAlgUsMm+Es5ZQ6ZFdbW8ucHAkMqc/R71ayVq5KCACjQAOXDBWKYXPnU7U0doTZfyzInuZO2kMxGjvCLHto06gpn5Qr5aqEAIiZNuFui/kLgQSuEZRYVHvlH/ePmi/yhHXbG9nZFMCybDRFIRIzaQpEMUwL07JGTfmkXClXJUTC4bZw/3caZSRwjZDEEFNjRzhtiCnfv8gTHlhfh0tVURQFRVGw4tebNnh0LWs9k9QKHMNxspAr5aqESAhGjWw3YcRJ4Boho32I6UBLkHGlHmwbLNsmMfRu21Dl9wBD75lsrO8cUvBJPVkYrqK5AylXJcRICses/u80ykjgGiGjfYhpckUxuqYysdyLrirJ9SVeXcXvdWr/DaVnsm57I/duODqk4JOJk4XURcodUVsWKYus87oK72u88J5xloz2IaZET0RTFaaPLWFcqQdNVagocZ1Qz8QJPgwp+GTqZGHp7GoevuZcfv2ZKTx8zbkStERWlRe7s92EESeBa4SM9iGm7uWSpo/1ccP7TmbaGN8JlU860BLEo6XXBxho8BntJwtCABR3OzkrBLKOa4SkLqqta4xQU+0ddQtXeyqX9B8neMzJFcXUH22jKOW6gQYfKZorCkEh1iscUuCyLIsVK1bwzjvv4Ha7ufXWW5k6dWry9r/+9a/85je/QdM0Zs2axYoVK1DV3O7cDUfFh/4kvthra2uZM2fOsB47V/1k7Q4efGEPnVGTErfG1Yum8x/vnzXgxy9bUsPNazYPKfj0t33KcBuJ95AQ3cXMwluEPKTAtXbtWqLRKKtXr2bLli3ceeed3HfffQCEw2F+9KMf8eSTT1JUVMTXv/51/vnPf/Iv//Ivw9rw4TScFR9El5+s3cGPn92FqoCuOj2lHz+7C2DAwWvp7Gr+/ZwxPLXHGFLwGamiuUN9D0mwEyeqsSOczNwtFEMKXJs2bWLx4sUAzJ8/n7feeit5m9vt5pFHHqGoyBncMQwDjye3X9Tu+z8Vu3WCUSPj+z+Ndg++sCcetJzetqqAYVk8+MKeQfW6Fk4q4YoLcruHOpT3kJwwieGwuzHA3Ill2W7GiBpS4AoEAvh8vuRlTdMwDANd11FVlbFjxwLwu9/9jmAwyPnnn9/vMSORCLW1tUNpTq/C4fCAjlnX2IbfrRAOx5LXKbZNXePwt2kw7Rppw92uQMRAV5yh5QTbsmkPG5xz6zOM8+lcOLeMhZNKRrRd4KwNW7OtjSMBY8Dt6KtdQ3kP/e8zh7BNA1VRiURiqIBtWvzv028yzp445OdWKO+v4ZJr7RrsNMLb+5uY6WnPUGuyp6/XYUiBy+fz0dnZmbxsWRa6rqddvvvuu9mzZw/33HPPgHbp9Hg8wz7vM9C5pJrqNho7whSl7P8UjBrUVHszMheVq3Ncw9WuxPCXDUQtcGsKmqpgWjaGbaMqUFVaTGfM5MHNHUyZPKXPHsZwv17rtjfy4OYGXJpGVal7wO3oq1011W3sPRqgPWQQNS3cmkppkU5Nta/Xth974jDlJcVpnw+PbdMSip3Q8x3t76/hlqvtGghFgU5bz9v2D9WQMiYWLFjA+vXrAdiyZQuzZqUP+yxfvpxIJMK9996bHDLMZaM9VX0kpVarGFviLDyOmhaGaRI1nZ7X2BJ3VquHZGJh8nk1lTR2RImaFqriPOfGjijn1VT2+pjUdP32UIwdDe1sO9ROfUuID/1o/agpByYyR1cVjgWi2W7GiBtS4Lrgggtwu91ccskl3HHHHXz729/mySefZPXq1Wzbto01a9awY8cOPv/5z/O5z32O//u//xvudg8r2bJ9+KQGhWK3i8Si/pjl7NZa5XMxrqzrZCYb1UOGc2Fyohbiz9btRsUpMGzZ4NZUqnxuXq471utjEydMTR1hDrQEiZg2NqCpsLMxwDfXbJXgJfqkKgqdkcKrVTikoUJVVVm5cmXadTNmzEj+e/v27SfWqiyQLduHx4GWIOVFLtpDMQ61hVAVFY9uY1g2uqqidVsWkboma6Qy7CZXFNPYEU4mUnRvx0BtrO+MDzkqWLbtFBe24aTyIvxep2JIT8Ew9Xn6PTrNHREs2wnsLk1FU53jdYQlQUj0TVOhowADV24vrhJ5JzH81RyIoKKgqgqg4NU1KktctARjPQ7JZqIgbm+Ga2h4zba2ZO/SrakoKCgKNHVEgJ6DYffnGTUtIqaFpip4dCdogTN3YVjWqKllKTJDVRSCBRi4pHKGOM6J9HwS1SoihoWmgmV3VYj3eXRiplOYtvuarEtXvdJrOvnyxQNP9R1I23tamHxeTSUPrK/jG49tIWbauHWVmdX+Pp/7kYBBValTJ26sz8OhthCKDRHD6jUY9pQ279IUooaFbSvJKgi27SwjkPJUoi+qqtAelsAlCtyJri1KBIX/eGQznVEDr65S5ffg97oIRg1mVvt5+Jpzj3tcYogRnESF5kCEqGlR3xJiY73OQJKmBtr27sHtvJpK1rx+kKhhJr8EQlGTvUcDfT73cT6dzphJsVunNN72Ix1hFFuh2t9zSa/U55k8jt/D/mMhTNvGju8HY9lQUeySBCHRJ01R6JT9uEShG46Mu6Wzq/nJJWdwUnkx48u8+Dx6v8NxiSHGxNyYYdo4g4xw74ajw7aNSU9Dkj9bt5uYadIRNlBR0FXVOZMNGWmP774p5bxxnrQhR11zAtYDl5/Za9X4ngr/6prKKeN8nFxVktyIc2a1j7svPF3mt0SfVEUhGDX7v+MoIz0ukaanHkF/GXe9Dc8Npk5gYoixsSPs7OWlALbC+DIvphEdUJLCQNre01Cdadm0BWPELCcrEJw5pqhpJR/fU29uT2OEy86dzst1xwZcjqq3wr+3fORUCVJi0FQVooZF1LBw64XTD5HAJdIMNOMuEax2NnbQETaoKHYx1uc5bniuvy/j7hl2pmljY+PRuoYYQ6HYgLcx6a/tPQU3j64SNky8uub09BRnjsmtqcnHP7C+jphpcjTQtcC4SIeX6471OPTZm74Cel/zc1LTUPREjZ9odUYM3Hrh7MslgSvHjfQX1kC2AkntfQQjBpZtc7QzikfXKC1yDbjOY/deTChmoqoKlSVuxvq8yftFTJtJY4ZnG5Oegpvfq2MEbfxenaOdUSzLBhtKS1zJx9+4ZittwRiq6lQBMSyblpDFzsaOwby8QM8Bvace3TfXbGVMiZumQIRAxKSyxMWYkuNPDkThSmShNgUiVJQUTuAqnL5lHhrJFPGEgSzGTh1ui1nOrscqCs0BJw18oIt5e5qTqih2cayze8o8A9/GpJ+295QK79Y1PnzaOIJRE8O0sWwocmtMG+NLPj5qOCuoVUVBQXHOdBVnmGY4dH8tTMumJRhj77Eg4ZjlnBwEYgQiRtYqjojc440vpN+4t/eF7qOR9LhyWLaq1vc3xJc63ObWVAzLTs4JwcAX8/Y0bDfW58EwrbSU+Q/N8x03lOZzawQiBk3xcjc1Y0u46YOz+217b6nwv3tlH+GYiQ2Ylk0oZnJeTWXyWC5NIRQDy+oaSlRw6jB2N5RecvfXoqkjgqo4bTHjFTns+PV+rysrFUdE7nFrKmN9bl7adZTPnjO1/weMEhK4BmGkh+2GkigxElKH26r8Hg61hrGwcWvqoBbz9jYnNXNcadq8UW1tbdpQmqbAjiMBLJx9vmwbtjd0cNVvNnLKOD83fXA24ASnHUfa0zbac2kKs8aVpv3tPvSj9RzrjGLGgxE4m/Pd889dzJtUztLZ1cwaV8qe5gAd4a45Lr+uMnNcadpzSrQzZpq0BWMcbgvx+v4WvrJ0Rp9buXR/LaKmFQ+MzqCIYdoo6uBPDsTod96MMfyjtpFg1Ej7LI1mhfEsh0E29k4artJEwy11Lsnn0Rnjc4b3ilxqr+uX+jtO6pzUeTWVXLrqlWTQUbGImvuImSbEh9ESoSh1pM62YU9zJ99cs5VIzHSOl3K7pjgLNvc0p6/Pqmvu7ApaichlO8Er0btNtHV8mZ5sa2cokgzQiZOa1/e3YNs2pmWjayouTcW0bH62bncyCA7ktdAUZx5trM/Zy+5QWwgscKlKRotAn+iO1WLkXXDqOJ7cepi1tY18/PShb4eTTyRwDVA2hu0GkmyQDd2H26aN8XHHp9Iz4777l7fwe3Rs2yYQNXvNkgtGDSeVV1OYOa60x8XApmmTiD8u1ZmD6o1h2bSFYk4vq9sonmWDjkJH2GB8md7v306BZO+2pyHG1CHMxEmNaVmYFtiAGg9emuK0q6/f1/3408eW0BSIoGsKRS6NMYablmCMYo8+qJODwRiOHavFyFIUmDuhFJ9HZ/0OCVyim2wM2w12LdRI6i8zTlOcCucAJ5V703qoQPJ+40u9aT2tB1/YQzBqYtk2qqLg0lQMs2uBZX+5EJZtd92nW4CzOX59FsD0McVsPxJw7p7yGF0lrXfb/TknNh9MPanx6Bqd8QWhpm2j4/QEPbra73ul+/ETwd0JZD7uzPDffrh2rBYjx7Zhw54WKopd7G7q7P8Bo4QErgHK1rBdLlet7z7n1xqMJr/A65oCTqquDc2BKDVVvmQPFTiu99occCpYGJaFrioYhhOETMtMiz99dLYA+uyNgVNH0KOraX+7mz80h+sffp1AxPldiYod5cXuAfVuU09qqvwegkeD2PG2WJaNhY3f6xr0e2Wk//adUZPua1hVhWQgFrmryu+hviWU7WaMGAlcA5Srw3bZ0tOc396jQSaVO+uvovGK54l/Q1cP1Ybjeq9twRimZTuLgC2bRIjqL1ANlo2Twt4einHLR04FnABxz6ULuPOpWvYcdXpFiSxFgEtXvZJcIJ069Pmh6U4NxdSTGr/XRbXfw5GOCAqgawp+rwu3ruX8e6XE7byv1ZQhVst2rhe5ze91cbSzDcuy4zsyjG4SuAYol4ftsqG3KudH2iOUFrmTafLYXZlxiV5OazDKrsYApu1kIlb5PURMC6+uJbMUFYY/aCk4Q4VuXWVMiTvtbzeUoc97N0SYMrnxuJMan1fHsm3GlLhp7ozG59yiLHtoU1rafq65etF0fvzsLgzL2cXZsp3/rl40PdtNE/3weZzSZceC0WRCz2gmgWsQcnnYbqT1VuW8vjVEMGow1ufmYGsYgFK3xs4jHcQsi0jUoD1sYFg2qgKxeAV4VVHwe50ey8Ry2He0az4o8SU6HGzbWRu1ozHAKd99CnDmuG7+0Jzj/rapZZ4ShUw1VaE5EKXK76ElZLDsoU0smFLBhQtOSqtZmOjN3bhmq5MZqYBt28mdjXOxgG5iHkuyCvOHosAZU8px6wp/e/Mwf916iE+dcRJlxaO7ioYELjEkPc356ZrKzCofFSUe6luCzKz20RGOcbg9gktTmFRexJGOCDHDigct53EuTaHa70FV1WRFi8QiX6+uYtk2McvG7id46fFSTL1J3JJY12XEhzN3NXVy/cOvM6mimI6IkcyA3NnYkSzzlGBYNlbMdNau2aBg09gRZs3rB4+r0nHpqlcIRAw0RUkeQ8nxnY3/4/2zJFDlEduGzftbsWwbn0dnzesHef+p40Z94JKST2JIeiqd1BaKoSgKB+K9jps+OJvJlSVU+dxoisKhtjDhmIVpO9mBHpeKW1exbQgbFis/PheXqlDfGkJTnG3JTdsmavYftIA+gxaQ3KQxwQY0VcWybDoiJrUNHbR0RpPrvIJRs6vMU7d5n3jFJ9ya2msJpgMtQcx4pY3UNvS1s3H3rVMyWd5LjB6qonDqhFJ2NHQQiY3+ZBrpcYkhScz53fX0dnY2BjAtC0VRcGlKWiHYY51hIoaNioKmKMRSki4SW91bik3UsFg6u5oH1tcxzbIpduvJDSVj8XR4FTihyoDd4pplc9zeWIZp09gRQVcVovE9wWzbctqeEj2j8V5jYj6hp6URkyuKaQ5EsK1Emr4V76U5cxLd9Vdod6A7M4vCNHdiKa/uPcbGfS3MqPZnuzkZJYFLnJDOqMmkiiIa2sJETYujgRgeXUvueByKOfM7PWU62XZXTypR8y917qy0yEVpkYvmtgCHA+YJBS1NAbeuHReouovEMyCj8eFEJV4vsKfemmlDQ3uYQ20hNFVhWmV6unuiqnxLvJxUgqo41bx/snYHL9cd63E5AZAstNsajCa7iwPZmVkUpulVJXh0lZd3H+WShVOy3ZyMkqFCMWSpmYVR0+mVKIpTCBacOSTTsomZTtHa7kHDjO8aPKbEnaz51/MOwQrFJ5iSbdoMaQjFsp3f39sgZMRwagoaprO1S+rQ3tLZ1Xz/wtNx62pybZhHV5lUUYyuKvxs3e60yv87GgMYZld4ThTaNSz63JlZCHAWjk8sL2JXPPt1NJMe1yiQrU0Gj6sSn1IItiMcS2YV9sSlwinj/IRiJs2BCFsOtDDjO/8Pt6bg1lWK3QZtwRgR00JTwOvS0VUnAcSynGzEwSQansgwo91PYkjMcqp8dIQN7np6+3Fp9mN8HsqLXCgp3ba6pgiGZfW6nAC6Cu1C1/xc98ofPdUWvOCkIT5RkXcSWYUJ8yaV8fdtRzDj2w2NVhK48lw2iv8mJDILTcvGMC0ipg0meDSFhjYnaLk0Ja06e4JpQ0NbiCK3TnvIQNcUdNVJsAiFDAIREwXw6hpFuk1H1EJVFGw7sXmemlzYDP0HpiK3RtiwmDPez57mzng6voJhWsT6SeowBhAhXZpCzLCobehg3opnktfNGleK36MTiplpGZgRw8KjpQ94pC4nSC20m0hg6b4zM9BjbcHGd5Vy65z+2yzyXyKrMMEbL47w1sE2Tp9c3scj85sMFea5njZjHKlhpGVLamgPxahvCTkZevFMu5gVT1+PDxP2xFkMrCQfa1o2luUMdyg4pZLmTCilpspHRZGzwWTifqZlATa6qlCkK7hVpc+g5VIVIoaVrAxR5fdg24mSUie+QMy2IRLPlgRoDxuEYk6R4D3NAZoCEdpD6ZtjaqpCWXH6OrjEcoLERpjTx5ZQXuyiotiFRTy5w7IpLdKJmTbNgUiytqCqqPGf8Ofawe/KLEaHk6t8KMD6HU3ZbkpGSY8rz4108d/uw5IeXUXXnK1GvC6NsT4PEcOkoT3S53FMm+QmkJCo0mADPQ8BJjaYLHLryWDnUkFRNVRsdGx0VSVipD9ei08uaYrC1Yums+b1g7g0hQllTm234dm/+PgqH4mA3dAewetSKXGpNHVEkkN6Hz5tHJv2tx1XQuyWj5zaY6Fdw2wnGs8qnDbGx7IlNXzxt6/1WFswFBuuZyXyTYlH512Tynhowz6uWjSdkh6yV0eD0fmsCshIFv/taVjycHuESeXe5LwMOPM3Q5U6bLe9oR23plLqho5YhGDUoiUUxqU5Y2ZRC2LxihZqfO6newAxbWdblEnlHuZNKmfepPJk2S4UBcW2h720VHfhmEU4ZjGhzMOUSif5ZNP+tuOqbfQ0N9lXtZbeagsWuWQgpZD9+9IZfPmh17nn2V3c/KHZ2W5ORkjgynNDKf47mGSO1Pu2h2IUuzXKipxCuj0lFEBXpp2uKv3OH/VVk9C2bWKmxZFOG9s2cWkKtmUT7eG+3X9N6nEV4HB7mC/97jXG+dyETWfd2HAMEw5Ge8hgrM+Ladk0tjvV8KePKcbn0TnQEkwO7w50brK32oKfmjO61/CIvp12UhkXnjmJnz9fx7QxxVxy9uhLjZfAlecGW/y3r2SOcf3c93BbiFDMxKNrlMaHJ7snFIRiJpqqoCrOAmO3pvSZAdhbcNOUrgoVtu0kOhgpG0r2p/tWKJYFJjb1bU5v0KWNbMaVQle25aHWMODM/70T3wfMo6sYpjWoxJreagtecNLor5wgHN2zCsFZhnLN4unsPxbk5j+9ybZDbXxpSY1TD9Sjj4pyUBK4RoHBFP/tayfn5YvLgPRt6BVgfJkXRVHw6hpR06I5EEkGrkRCAXRVT6/2e2gNRgnFnJ5AX/2a3so0JYJWotpGtJckj4HqbQ5qpNg4a732HwuixqNxaguihsXRzihjStyDqmPYU23BxAaXYvTrnlWY6mPzJmLb8LtX9vPqnhY+Om8Cn1owOgrwSuDKccO9RqvvZI4yfrJ2R3JDR8ty6gUeag0zsdzZrO5gS8hJgLDt5LDkJ06fyJrXDzKpoijZ63Ky/2yMlN/j1tR46aOur+xehwkhWcNwtNBUZzGx1cOiMBtnvVhH2Egm1vT1t8/G2r1srRcUQ6OpCp+cP5FxpR7+vu0IP1q7k4OtIb794TmUdfsOyDfaihUrVmS7EQDNzc1UVVXl/DGHw0DblRiqC8dM/B6dtlCMf2xvZPqYEqaNLRnS7/6/t4/QForhSllDFIqZTCgrolgz+cFz9Vi2ja6pmLaNZYOqOune48uKQOn60p1QVsQ3P3AKv35pLwdbQhztjNIUiNDSGetx+C9xvEKlqUqfz9/C6QnOnVjG2BJ3r3/7vc2dfb4vMvG+H473Yr5/HnPRkcYmmmK977+lKAqTK4tZMLWCYNRk7dtHWP3aAdy6yuzxpWnfA/kkP1tdIDKxRqunqu6JZI4129qcFfeKgoKCHi/XYJg2EcMkGDVwaRo/ueQMnr/pfTx8zbkA7GgMEDGsZHJAAcemPg10ePK8msrj/vZO8d8wyx7axH88spmoYY7o2r1srhcUJ67U6+IzCybxiyvPYtY4H9978m3Ov+tZfrx2Jy2dPaU75TYZKsxhmVij1Vcyx01rjHiSgFNUVtdUTMspbmtYTu28qxdNTxseuuvp7SOenTfa/WzdbgDGlzpn0u2hGPWtISzLmReLGBadUSMtSSaTa/dg5NcLioHpKTmjL0UulbsvnMcb9W38fsN+frh2B/c9t4uPzpvAv501mYnlRcn75nIihwSuHJapNVq9JXOM8+koQZumQBQrlp4JOLWyCF1TWfP6QfY0B/jH9iYCEaOgh/6GU2r6fiQ+r7fvWIgyT5Sw6cwXKhDfSRlMCw61hWgORJwCxz1Upx+Igc5bjeR6QTFwfSVn9Oej8yaycFolz+9s5s+vH+KPmw4yc5yPs6ZWMnuCn/fNrpbAJQZvKGu0TsSFc8v4yYYW7G7RSFVIDg8dONbJn7ccdtZUSdAaNr29lG2RbpXyVWd0P2paxEwbheOr03df1tCbvpZGAGkB7byaSta8fnDE3otiZIwr9XLhmZO44NRxbNx7jE37WvjDq/spcWvUHm7n6sU1zIhnDecSCVw5KPUs2O/RsW2btlCs3zVaPT1+MNlfCyeVULUtSCBsYNo2hunUA1RVhaaOCH6vi/awkyeoqyqGKeuFMkFJ/M9OX0Tt0tSuit/xl97Gydas8nvQVCW5rGEg74Helkbc9fR2OqNmWkBb8/rBAVX6kMzD/FRW5OL9c8bxvtnV7DzSwca9LTz6Wj0Pv3qAs6dXcsV5U/nXueNzJplDAleO6X4WnDiz/e9PnDagL4ATrRbfETE4udqHoijUNQWS812JSuyJzlh/GzKKgStxawSjZjJI2cn/ddFUJb4bc9cWKx5NYdb40uR9bNumviXIxnqdBzc39Pse6G3eamdjgEkVRccFtJfrjiUTchIB6rt/eSsZoICs7VRwIrY2hPnfV19j/7FOKks8BR1sVUXhlPGlnDK+lLkT/by0+xh/eHUf1/1hM+NKPVx29lQuPXsy1aXe7LYzq79dHOdEs7dO9PGpGzmO9XmwcOZXXKpCMGr082gxFKlBqyceXaW82IWiOksKFNXZxqSiJH3+ITHntGZb24DeAz1t2pm4XORK37gzNREjcXKUugnm8ie2cdfT20cs89COV/Y3TIuoYRGOmYSjJqGoQWfEoCMSoyMUoz0UpTUY5VhnhOZAhKaOMEfawxxuC3GwJchfNtfz4KZjNLSFOKm8KPlcUjcELVRjfB6uXTqDdTe+l198/ixmjy/lh2t38O47n+X6hzezce8x7CzNF0iP75GgDAAAIABJREFUK8ecaPbWiT4+dV7N79UZY7hpCcYo9ui4RvHGdNnU30ff51b5/oWndxUHBo60hWloj9DYEWFMiYvSIjcx0+a8mkru+ecxwBlCHOvzUFrk6vE90NMcansohqpAbUM7Xl2jyu/B73WlJWL0NsS492gns8b5UeM7YauKgld3c6zTKbOlqip2fC2fadnOQuz4rgAWNnZ8cbYVv09y6xnb2fLGtm1sErfZ6a9dyos4mK/SX724j0A4hq7pEA+2iUoy+dDrGmxW4WAYppV8z5wy3s9tnzqNA8eCPL75IH97s4Entx7i5Gofn1lwEhecOo4qn2fEkjkkcHXTFozGK247Hz5FUeJ7RzkfRCezy9l4SonX40vU5TvuOqXrZypV7b2jO7XSyd7yuoaWvXWi2V/d0+Wnj/VxZ3zo5NJVrwCjf1vwXHM0aHDnU7Xc/KE5vFHfmtw8UlMS28PEaAsafGTeeNa8fhAVGxtn7dehthAAuqakvQee297Igy/sIWaYhKI24ZhJlc9D1LDwe3VaQzFURaEzHKPIpeDz6Fz7nhrCUZOIYTK5ohg1PnypAJbtfGF53SpeXXPW9Fk2wZjBxPIiDhzrpCFg4DnaCaQPh2Yzx+dwewhPt7qV+ZTmfyJZhUN1+uQK5kwoY+uBVl6uO8pdT7/Dj/+xk0/MP4llS2qoGYFkDglc3cQsm2B0cPM3x/VDlOOvTw2ATUETX0swLbAlgt+V757Gz5/fg0tT8LpUwjFnm/Zli2vojBjHBcnUYKoo8JWlM7j9qe0o2HhcGqGoU/T22vccn/3VfSL9Q9N15sw5Pl1+3fZGLl31Ci/XHR3U6yKGJvF3VZWuv+uRjgh3PL2dY4EIZUU6Kkp8F2fnAZoCG/Yco7LETbmnmNawHZ8Xs1E1hTElHq5ZPJ2Wziib9h7j/vV1aAqcXO0jHDOJmjYeXWGs341X1yly6bQEo4RjJi1Bgxs/MIPJlcUcbguhorD3aCfe+M7MNs7JkUtV2H80hK52vXcNy+biM6cQM22isdxbPjGhtIiG1g5ST+skzb9/bl1l4fRKzppWwd6jQV6pO8qaTfWs3niAqWOKWXTyWBbPrOK8GWMyUl5KAtcwOO6z2NOZZMpYcCgSS67V6W5GtY9Pn3ESj2w8wO6mABNKi7hk4WSmjC3mSHu43yA5eUwx1yyezuNbDtHcEWZcaRGfXnASs8aX0tgeTvYiN+9rSQbIU8b5CcdMHn8nyORJRzhreiXx2MgfXtnPQxv2YZg240u9WPHkACteJDYx9GPHh3pSr3Neg65kAjt+v8S/u44xsNc5lyROOJI98Pjz6ulkQkkZOlPjL2zXbSRPaJR4xZLEcJltd71mlm3T1BHGsgBsjNT7xF9jBWgPx/BqCoGoTcyysG1nIvvsqZXsbu5kZ1OAh17eTyDSVfbLBmKmRVsoxphu82aqqhCIGGxv6KC2oR3LhvISF9uPtKMqCprqBFDLsjlzSgUW8E5DB0c7oxS7NE6u9vHi7mae39VMW3sbvp1G2vNL/qTb5eTzt5ObjFopl+0ehhT7Ok7qz9R/Rw2LYNSksTNAW8ig2KNJmv8gKIrC9LElTB9bwqkT/Gw50MoLu5p5fPNBfr9hP6oCp08uZ/HJY1k0s4ozppQPS2aiYmdrdq2b2tpa5syZk/VjNse3WR8udsqXc+IDs2v3bqZPr+nxw2tZKR9Mun9Q0z/Iice+Vd/GM28foTkQYUyJh3+ZXc3sCf7kfcyU+4Lz8xfP76U9HMOtqSS+dEORKGUlRZwzrZINe45ytDMan6x3vmShayg08YWbCHCp94lffRwl5Qs+/V42ifzv7oHMGVJKmc/oVlIqfciph+K1vby7jz/ZcNrQ27aS3edScuJDI4aVS1M4c0oFX37PjLyY3wLY+uY2tgVzY/+1JbPGJnuqMdNi8/5WXtjZxPO7mtl6oBXLdjJol8yq4mOnT+R9s6vxdksCGqgh9bgsy2LFihW88847uN1ubr31VqZOnZq8/dlnn+VnP/sZuq7zmc98hn/7t38bUuNGUtSw+NrqLdQebnfOILud9Vq27ZTaiThnjKqi4NbVeOHUrsljC5KV0ft2KCPPoyUYY1fT0OehWiNB9h3rPr7fvQDhaP3aHq3Py+khlhW5UBWF9nAsnhzR8/1UxVm7Z1oWpuXMpXl0jbF+D36vnhzGVOJDlImhytSeZXKuVwUV53idgQB+vy8+hBm/rYfeaWN7mB1HAnRGDXxunTkTSplUWZQ2hJp4vBI/tho/gVLjx05th9qtnWntBZoajzB+wniWzKwakfmZQuDSVM6eXsnZ0yv5+gdOoS0U4+XdR3l+ZxPPbDvCU281UOLW+MDc8Xz89Iksmjl2UD2xIQWutWvXEo1GWb16NVu2bOHOO+/kvvvuAyAWi3HHHXewZs0aioqKuPTSS3nve9+b89WXD7eF+Nubhwd8f8u2MQY5F5YN3ZNEEl8SEcNM9nOcnpOSrIWXC9J7c8R7c0ra5a77KOn/7jZ82v0yinLcban36LEfGL/QtSBY6boTJKvm23bK42wbW1Hicd+5ITm0B8msuq7hwK7HDzdNVfjjte8G4NW6Y9zyxFuoto2qxiug2FBerOP3uin1uth37P+3d+bRcZRX2n9q60W9aJc3WbYkrNiYz8E2O94SYAJZHBJwwAQSdkMwkDBxzHDYBhMCmYEvIWP47JBhmJMJBpxlCHMwnAkxAmIDNjZgRwJb8iJv2pfeu6vq/f6orlJ1a+lFrVZ36/7O8bHUVV319qvqunXv+9x7ffCGGEodIkodFgQjKiKKiuvOnYVz6srSGkNLSwvq6+tH3eeD1h788q0DsEk8SopsCEZUfN7hwWVnTE37vAnHJXlQX1+JStfIVdZzlfFUFaaKWYU4HGfMcOOMGW7cuqwOe4724i9NHfjfpnb8cc9xuG0iln+hErcsrcOssqKE6sS0DNfu3buxdOlSAMCZZ56Jffv2GdtaWlpQU1OD4mKtKeHixYuxa9cuXHbZZemcKmvMKnfgtzedi0+O9yEUbYA4KJoAXvrwGLyhCCyi9lTAAQgrDC6riBuX1BpPdr955xAGQhFYRd64AYZkFcV2C+666DTwHIfjx4+hZuZM4+arPTHGGpfHX29Gnz8c40qHZBWlRRZsuHy+8TR583/uwoA/DIXpay16jguwoLoET131xWE/r36DMC+kn+oPIJKg/ZUxZo6LW6cxiQn4wd/NwhNtbSd2m/5+/Xh6aDVmjce8jha3XqaHT/UQo56gq6+1Db5u/hS66dBe142XeZ9BY8fFfG7zMcxqUc50nEFvQxfkDApzDGENYj0CfR6cFgEvrTkfuw/3YsNrf4ds+twxaz/Rz464edDnSZOZD86ByA8a63PrylBaJCEQlhFWmJYwXGRBkUWAJyjjue+fhXte+hjdvpCRz6XL5bd82DZuBgQAtnzYBpHnsn7efGUiVIWZQGUMM0qL8MXqEuxo7cZAUMafPz6JYpsFt62oGx/D5fV64XQOutSCIECWZYiiCK/XC5drMObqcDjg9SYOXYVCoYx3bg0GgykdsxzAORUcer2hIdt8oRCcEgeOG7yzSxyDJxjCNL7feK0/EIRD0tRcOnaBodcXgD3YBQCY4eQg+mITHNXoP52OAT8cEgdVGXxVBMOp/gi6T7YZr5VZgW6P1qTQyG1hgCQAx3s9aG1tgXH75QY9kyk8cN0X3Xir1YfeoIJpLgECZ4U/YlK08VyMUeKihkVfYwMwuCZnNiIxi+lqzE1UjbsR6+/Tb8iTGQ6A28rjT+9+gmfe78YprxyjLNQfTIZLuUDMa3ys+hSAVQTu/K8PUeEQ8ZU5bpxeZYcnrMAm8EaILqyoqCmxo6/9BJgqY4ZbAMAZYW+XxMMbDuPksaNaaNxYk9T/dmwYmTszIs3hSAStrS2j/p3bejxwSBxCpmR3jjG09YTR0tKSyek2CIW1Y3uL7ZAw8VGUVNblFUXByVPJR4omkrDCcHwggtaeEA73huGPaIWjZ7gl1JVZUFtqgZv3oburG55TR0adh7QMl9PphM/nM35XVRWiKA67zefzxRiykbBarTkjzigbRpwxs8yLbl8oxgMKRBTMLLPGhD+S2S9RyIQDcFqVH70BTZml37RCsorZDgvmNcwxbjZ3F1XiiW3NYEA0QZgDOIYSuwXTim0478zTtTUGTvd4Bm+CKzjgByav4apntuPTU8E4BVasSpAYPzgOmF7qwL++1w1fSLtxmx8SRgsixste4plWbAV4EW0DCp79oAdXLpqBrR8dhySwqFej9WV75EtzsWhuFVw7etHpDaLIIhjXTFBRML3UigsXnj7k+HqYOV7pCNPPLa2tqK2rNV7XVaVm7/rsz2V0+4KwiqKxPRiRUV9kwdyG02JERjrxwpkRfh0R/fuoJ1vnE4IgYNrUaRM9jBgYYxgIyjjZF8CJ/iBO9Qdwsj+I7mjfL6vIo2GKG/OmufGFKS7YLbECjfKKclSXzhz1HGkZrkWLFuGvf/0rvvrVr2Lv3r1oaGgwttXX1+PIkSPo6+tDUVERdu3ahZtuuimd0+QUV589E7986wCCEQV2i4CQrILjgO+eU2NaOwGuO68Gm99phSTwsEkCIooCq8jj5qW1xk2g1KFVMzAWws1hs+hT8w9W1OP//uVzCBwHq8jDH9HWpG5dWodqU/uK6SV2HOry4dm3WyErKiSBg8MqIqKEceeX58BpTf6L+LU5Tnx03J90w0Miswg8h05vCP6wkvKDwki72yWtXFSFU6stZ647+MjK+djU2IoD7QMIKwwWkTfKM928tBYPvrofshqJqQa/7h++MOx5+GhVFWFYPamGCCXh9bj63JnY8FoTLKICuyQgKKtQVIZ7LqzFzLLBTsvmkPBIxlKNe204Q8nA4LZbUWQRDY+WSB5F1RqcnuwP4lR/ECf6AzjZF4wpJVbusGBqsQ0La0oxs8yO2gqH0eUgXdIyXJdccgnee+89XH311WCM4bHHHsOf//xn+P1+XHXVVbj33ntx0003gTGGK664AlOmJNtoYeLY3tyB5945hJCioMQu4dsLq3FWbamxPvGVM6ZgituKP+w5jvb+ICrdVqxaPBPn1ZXDnAxcU+bAFLcVL+w4imO9fkwrtuOGC2djacOgOKVbZKhwjr4QvHxuFRgGW0tUlxbhhxfVYUnDUJHLHV+eg/nTi4dtDpkKZ1c7cOeXTsOv/nqQjNcEEFEYFFWFVeThCysJvajhKLYKqHIKUHkJVS7bqCXA9OvjwVf3o1jQ1pWMwrgr5xuGbSzXVKos/0IVGBva6HRp3HWvP+gBoxvLZOi2AlOLJ7ZobLqMpzjDInCwxsnVI4qKT4/1Y+ehHuw63INDXT7jXmERedRXOnDx6VWYU+XCaVUOnFbpRJE1NTPjSmJ/yuPC0IrqwYiCkMLwwNfmYfkXMv9FHY/POla2N3fgqW2foifEwWUVcbjbh0AipQYxLhRbBQyERi68K/IceDBNuBEVhej/20Qe5UU8OMFiGJ74EmD+sIwqlw0v3noeVm/eOer2TJKL1z2Qu+NKhvHM49Lzstp6/Hj7805s/6wTO1q6jJY3i2eV4oszS3D6NDfmT3djdrkDYpbanlDlDMQWDQ0rTCsGKsv4f2+3jovhyjV0w80UGYIg4VC3D+ERKnsQ409/SIGFB8LD/AlcVgGKCvgjCngOqHBaMLXYjoFABF3eEIKyilK7iHsunR/jUY3UAHKsRZkzDfXzmngYY2jrDeCX/3sAu4/2orVT0yxUl9rxrUUzsLyhCufXl8OZoieVSchwIfe+vNlGN9z+MEOXNwgeHESeQzguXGgOXekFXonxId5ocQAcFh5hhaG61I6TfQFEVIa+QARFFhFuuwRR4FDlsuHBpcWYF73ZxxdNjg/5jbUocyYZay85YmwEwgr2tPXiw8M9aB8IwSLyOL+uHNeeOwvLv1CJugrHkILhEwUZLuTWl3ci0A33iV7VqHLAgBjLFL/eIok8mKyS2nCcsQiD1Vn8EU0QVGQRUeW24URfEAwMXd4QRIEb9KRYbDHk+KLJZoZrbZJKrb5MekgjtUvJlxYj+QhjDIe7/dh1uAefHu+HrDLMKLHjW2fOwO0r6mIaleYSZLgw9i9vvqMb7ojKIPJ6ErOeLDzY9ZiD1sBwarEd1aVFONbrB1NVnBgIkQHLIObKHRFFhaxq61oqA6w8hwPtHoRk1XiQiCgKOj0h3LykFivmVqGpKfkq/ok8stHItIc02SMf2eZEn1Yt6FCXD1aRx+JZpTh7dhmml9gBIGVRRTbJ3ZFlkbF8eXONdJ6AdcMtcHrdRa3WIgcY6ZiWaM8ilWne6BpTjy6rRYQ3KKPdMzRxm0gPc+YWYzDCtmFlsOqHGYdVwNaPjmNBdQlS1fCO5pGNRjIekvl6LLMy3MOVj3iuyR75SIdUVYUWgYMvrODXja147ZOTcNsl/OjiOfjq/5k2JJ8qGXXfRJG7I8sy6X55c4l0n4B1w/3wn/biaH8EKtM8K54bXOdSmKZYq3BaIUbbsa+YW2U8JZ/qD4JHbPUPIjEir1WkNxVIMdVD1G5MKhusKTnS/A4EZEwtFrGpsRUPLi1OaQzphvsSeUjx12Ovzz/q9TjZIx/pkErJJ8a0NdFnt7cgJCu4aUkt7rxozrj0yxpvsqNdJLKC+QmY47T/paiRScSKuVV49psz0VDlhMQDigojP0OIyqzrKp1D2sDPLC1CIKIgEFFSNlq5scw7seht6QVTLUEdLVnW9PMIx9DqZqpphdV049LhCcY87Gxv7kj4Xv1vb8bsIcVfjzaRH/V6XDG3Co+snI8qlw39gQiqXDY8snJ+3j9Q5gIhWcEru4/hX974DGfOLMGbP1qO+79+el4aLYA8roIiE2sEnd4QwHGwCFqCZ0hWoUTDgzrmm5P+lJxONmAhL4uNljxs3saM9UO9UvtgRYhkzwNOE3GkE1YbiyAikYeUzvVYCJGPXKPDE8R/vX8UXZ4Qbl5ai/sum2dUOslXyOMqIBI9ASeD7mVpBXa5mB45jDH4w3LMzWnF3CpcuWjGuBihfP1qSXx8u5RYGDQPi49Wywc0D5cDg8TzKfUlYtC+xG67mFZYra3Xb1Ri10n2YSeRh5SJ65EYG0d7/Nj0div8YQU3LqnF9RfMznujBZDHVVBkYo3AIvIIhBWojBmtNoRoOav+QATVpUU4v64Mmxpbcf9/78PM0iL0+kKwSTxkhUFOUl6YTDmjXPXI4sdu/p0HwPN8tD2XUR89poSW1tJEq+I+vUQrNXSsNwBZZRBEhqFBw1gjrh9J5AGLIKDIKmB2udNYm0pFVThWQUQqUvugrIITaM0qW3ze7sF/vX8ELpuEGy+sRZlj9FYh+QQZrgIiE+rIOVUuHO72otcXQSiiGk0ReR6G0dKqimtdZPe09SIY0Yr7xlftHo1cNUqJ0AUTUjRBm4uG6WRFhcABjNOStytdVhzvC0BVGQSeh8hrBUmj9V6hqAwWgcPxvgAsAo+yIgmdvjBklcEm8pB5LrYqv6lnmE3ksbCmNCMlmcZTEBF/PcZX9CDGzkiqwpYOD3678whmVzjw5KoFKI/WRs1lpWAqFManIAzGukawZlkd1m39GLLKwEerYzAAisJwuNuLj472orRIAgcBJ/q1KhuA5lFkKgKh196bKCwCh7VfOg0bt7dAZVpqAJgmjtDl6QyARQA2X3e2kRYQ77kIfBCywsDpxzChMk2YIfAcZJWhxx/BjGIbeF4TMJzsCyAoD77HPB8um5gxr2W8U0HM12NTU5NR0YPIDMOpCgNhBb9+pxVTi23Yetv5KEnQlDEfIcNFxLBibhXKHRZ4QjJC0UZvIq9V0xgIyJBVFZ6gDA9kMAZE2KDWTZdtx9scDoAkDC0hJUQ13kqcXG4ijJY56Vfkedx1cQN2tPagw6MZH917MvOdM4qNm/JwnovTKiIshw1PKx5ZYRA4zpgwp1XEvZfNw6bGVvQHIlCYDLukhW61/C3AGvVsdWVeJgwMCSIKiz/uOYYubwhbb7+gII0WQOIMYhi8YQWnVTohClovMDHaJTesqLAKPEKyiqCsQlY1BVz8+ku856WXLNKReK2ZHIAx9+VJxEhO4HDSc32E/oiCy37RiAMdHhzrDWAgGIYaTcgGNI/MJvJ476gfS554C6s37wSAIUKFf73yi2ioGuwUznN6s89BFMYgChxmlNjgCytYMbcKL956Hnbdfwk2XbsY86YVo8ptw9ypLlQ4LaguK8K0YntKsnVi8tDS6cW+EwO44cLZOHPm+LQ7yQXI45oEpJpgqi/Ya2s3zAjdWQQebruIHl8EkXg3KQrPae8/0R8AB82rEAUOwaj3JnCAKGgqNlHgoaqqsYY2wiHTQvf8zKIJ/fD6GNt6/SN6iZ+3e1BdaockcDjVHwIHoMgiGH3UjvcFcGJAwZwp9pgeVsOtO6357W6o0bAgYwCnMvA8YBMF1FVqhk1vJWLG7Amt3rwTYUWNka13eoK4a8seuO0SVVInoDKGbftOodgu4eqzR+8gnO+Qx1XgpJNgumZZHSIKg8smQgWDrKpQVQa3XYQkCLhjRX2MVyXGJc+67RKmF9vB8xwkkcfCmaUod0ioKbOD4zmtzTvT/kVUXbmYeIGM57RQ2WiYQ35mVEQVfxxQ5bLCZRNRbBeH3RfQ1vbaB0KocNrA84DdIhgJ2F3ekLH+lyjRe8Xcquh8cYhEBRwlRSIADm67OGyKwXDEy9YHAhF0eEIYCMpoHwhiT1svfrz143H1wLY3d2D15p2Gl0ne3sSjizMW1pSA57QHqju+VJ+wUW2+Q4arwEmnmoaen1Nb4USxTYRdElBcJGF2uROPrJyPuy5uwNmzyzHVbUWRRdASYEUePDSvjEXDX1UuGzZduxgv3noeGqa4IQo8phfbIQocFKYl3Eq8FnZLpuMyl0QrFfPm+IvbJgn44UVzUGKXcKDDC29QGTVXLBTtSaaHR3XCUdfQHPYbLffprosbsOnaxThndjnKnVbMnVqMu798GmaXO2PynwCMaBjic6JO9QcMb1HgODAV6PNH8PjrTaN8ovQZS4UNYvzQxRl7jvbhzx+fQKXLiusvqEVxga5t6VCosMBJt5pGogV7XYwwtVg0xAidA0HIKtB0ygOHRTCqlZv3lwQOtRUOQ3btsAjoC4Th7x+9QG+xTUQgooKBxYT2RJPyMR4W3a5CW2dTGMOhLi8OdfshK1pLlmR0IMVFEnp8EUN4IfAcZIWhomjQA0qU+zTcfN5l+jlRncl48YcudJEE3mhjz1SGQ93jU0mdWo7kNn3+MHa29uDOi+bAIha+P0KGK0qhdl7NRMXtkebGLKN2WkVYJAGV0VqGgYhiVCvXb9rDya4BrUOvZRjVoY7AaYIJgeOMFvUWgUdpkYQKpxX7TgwM+z4GQFeUiwBUVcUf956EwCMpoyXw2tqTFh6twY7WHhxoH4i2emHo9suQpDBEgR9z7tNIhuGJbc3G3LusWmixPxDRPhOvGeRsQC1HcpsDHV4wAN9YMG2ih5IVCt80J0Ehh0H09Sp/WE56PcXMaHOjK+DeWf9llBRZUGyXRg1J6vtv+OYZAID7/3sfNjW24spFM1Bf6YTAazUSLbxmNDjolSgQzXdSEY5KyKtcVvQHImg65QEwuH4FDFUMctGCfkJUwWjUB0xwz1ejghQ9PLpmWR2KrBKml9gxs9QOgMOxvqCxz1gedIYrvSQrKj7v8BpzH1ZU+CMqNnzzDMyd6gKgqTUZmNaOhgF1FY60xzAaVL4ptznQ4UWl04rTTCrWQoYMF8ZWVT3XGWvF7WTnpq1XC7+1dnrRfGoArZ1eyIo65Il8OEO49aPjWH/pXPzme2dh8awyTCm245zZ5ZhRYtPqqjFAiTZUZAAiKkNbbwBhWUV1iQ0WgdMUg6ZK6masglZaSWHMaIzJjVJzioNWnaK2woGSIosxV+a5cNstqCmRMLu8KGafdBnOMLQPhEac+/WXzo0mgmsGjgNQWiRh/aVzxzSOkRjrAxAxfqiMoaXDi7NrS8ElIXIqBChUiMIPg4wlwTTZuXFaBBzs9EHgOAgcF03aDeK0ylgPYKSQmC4q0NdonFYRgYiCGSU2dAwEEZBjrQwHbW3r1EAI04rtONrjH9L2o8gioNguosKpycwtQgiqqkBlMNap4uGgbZtabBvyOcfzOhm29JKqojrajTb+fCvmVuFfrvzisBUvUqlVmCyF1Gy1kOC4we/KsjmVEz2crEGGC4XbeTUT63aJ5kY/R0uXTyuwy2vyeABAVC5uZribv+apBYyK6YAW+uA4TXxQXSzhYHfYqJvIMPhDOKr20/PARF5LanbZRFx33ixs/ei4YQxcNhFBWUWpXYQvJCdc44q/BsbzOhnOMEg8h0hctQ7z+bJd8YIqbOQejAGvfXISHIB/mD91ooeTNchwoTA7r6bbDTme0ebGfA4ARiFZQKuMMdVthTckxxxvuJt/uydk5HLpLRe4aJ5Xrz8CyREb0eaAmDCfllfFwWbhYxJ6d7T24JGV8w1jUFvhxDXnlOH1fafweYcXNokHUxlUQKuMEfUWGRhO9QdR5bbFXAPxc9EbkOEJy+gPRLB6806cX1eGHa09aT8oxBsGfX5HmvtCFBMRqXOgw4OGqa6Cqv6eCFrjQmF2Xs3Uut1oc2M+h0XgIXA8LCIPa7RbsijwQ7yRkdZKdEm3jtayXkuCLrWL0FtUCTwXbXevYRE4LceKAZWuwaRLc0hNF5C8eOt5uOviBpQUWTC7vAhzqlyaVJ7jIAp8tKoHZ1TciL8GzHNxqj+AgZCKMoeEqW4bDnd78cu3DuJQlzdjAp+R5h5AwYqJiNRgjKGtx4+zZ5dO9FCyCnlcUQotDJLJ9ZiR5sZ8jgqnVSvzxLTE3ZEW74cLiVkEHoe6fWDqoNKPMS3kN6fKhQeXFqOdK8fcci5BAAAd4ElEQVSPt34Mb0g2WoLohi2sMDisAly2wc87WgjPPG6jrBWvrZnVVTqN8kvDfWZ9LlZv3olj3f0oia6fDQRk8BzgCcqodNkyluc03Nyv3ryTcqoIAEBY0dSk9ZWTQ02oQ4arQMnGup35HO6oIWj3BMExrWrGSOGr4UJiP976Mfr8EbBoqFFlmkpuzbI6gHVjxdwq/OsIYoTRQmrmc+ihtYFABN5gBBGFIShr5aw4VVMSJlLL6cf54HAPJI5BECNw2TSpOs8NVtUAxk/gU+hiIiJ55Oj1Nq3YlmDPwoJChQVKNuTL8eeIL/OUzNO/bgiCERkqYwgrTOvtBRjtOz485gMwWEGiOlogd1Njq5FPNlqoVzeMe9p60T4QhC8koy8gIxhRIPJa/peuNBwtTGyW8ttEHhEGnOgLwhOMwCLwRt6XzngJfCinijDQcxe5fG3Nmh7kcRUo4yFfHk4QYBY/DHeO0UQEuiEIywpCslY9ndM9Lmgy3w5PEM+8H0LNTG39xiw4OdztxZrf7obTKqBhinvEc+863ANZZdE1LB4yGzyHyrQahm67iNnlzlG7CpvX9CqcVhzv84OBoWMgiOIiCR2eMFw2rbrFeAp8EglmnnrjBHpePUmijUmAFH1QOtIdmOCRZBcyXAXMWNbt4g3O+XVl2PrR8aEqxRFaeejHGE3ZqBuCbq8MHpqiMKgoWtFejkOXN4y6SifC4ZAhKtENR3t/AJ1eTSIfUVQc6vLGHNt8bl1SLkdbihgwYO5Ut/YjYwlDbeYQndsuIRwWMBAGgrKK2eVOrD5bUxWOd55TovJZTJFR4ihKW0lK5A+SoHVmONkXnOihZBUyXMQQhjM4G7e3RCs1CDjU70NYUSHwHB5/vWnEm2Ki+nsfHO6BTeQRlFWj0joDwEUrW+jrRVaBw7FePxiAEruEgUDEMFqA5jW1D4RQbBcNgUKMqjK6H4PWuFHvL2YmmVBb/Lqh0yqgyC6hymUzjPddox0gg4wm2uA53lCSkmijsOHAwW4R0BsIT/RQsgoZLmIIj7/ehA5PMKre41HhtEJWVfT6I1BZGDy0fCdVZTjQ6TXWmeLRPRRPMIJOT0gTMEAr2VRb4YBV4BBWNHGEjMGnR5gaVwJASGGoLteMSocniC5vaEjyMAPQH5BxoH0g5tyAllMWjCYqq0zLN1OZdr5UwnrxIbqgrIITciffT//MoVDEeC0XRBu6997a0Y+6qn4KX2YYuyRgICAn3rGAIHEGEcP25g4c6PRCVZlRuulEfwACNJm7HtLT8q44SDw/Ym7YzNIidPtCONEX1NaYeA4hhYExLVG5ym0DBy1/S1G1hpU8p12UCmOocFqiohLNaOhiEHNvLCC2eaReYd4sYJhabDOqeXDQZPZuq4D6SmdKeXvxIpBSu5jU+7LVgDEXRRtmQYvLwlHOWYbhOCAYUVDlKuzGkfGQ4SJi2NTYConnDcPE8xx4cEaCFcNgNXLGgClu64hP9GuW1aHHFxnsoRW1NzwHdHpCcNkkTC+xwRbtH2SXBJQ6LGiY4sJplQ6oDKhy2fCDc8sHW6OsnK81rzRjqgqv9yIyKx6dVhGVLgusIo9yh4TaCgfcNhGtXT50eELo8w+GWRIZGXNC8xNfmZ6U0cpWsrD+mYOymjOFcAu5gHUuICsMvrCChimuiR5KVqFQIRFDW68fU9xWnOwPQUV0PQgMCgOqS2zo8oaNEGKly2pIyIdjxdwqOK0CghEVYUWNhv64qGekWTGXTTKOMZzIY3tzB57a9ik2f/SWoZJ7+uqFWPPb3ZBVFaqqhRU5ACVFIuZUuYxzmwUMs8ud+Nm3tBu4njNmrou4buvHRm3DsZbJMpPNBoz6Z35q26foDURyohAu5ZyNL/r3aHbF5EqFIMNFxKALEKaX2Ix1KYHjUF/pwPpL5xqijWRrOjZMcccIGgYCERzvC2hlmxhDlzeEXn/EqPc3nFx+iEpu5XzcsaIeG7e3QAGDVdSK6lpEIWYsIwkYvCF5SF1ET1DGc+8eQqXLmlEjk+0b94q5VZjCpmPevHnjcvxUKdQC1rmCXmR6dvn49GHLVShUSMRwfl0ZjvUG0NbrB4uuM1W5bVh/6dy0ajoOl6RcUqSF6071B9Drjxj1/uLDaLq3YhP5IWGmuy5uwKZrF+Ps2WUoc1hQW+HElYtmYFNj64hhvu3NHfjoaK/hAeoFgTkOkFUVvrAypJnjWI1MLq47ZRPq4zW+6JUzJsv1pEMeF2Hw4TEftu7xoLRIgicoIySr6PFFcMeKGsM4pZobNlzO0QNfO92o92d+Go/3cJJVyTEAff4w/nPnERTbpWHDfLr3xnGDrVEiigqAB8dpgg2LyCMQUVLyDhJVaS/EzgOpYP77t3aEUFc1cikwInX0ai362u5kgQwXYbB1fz8kQUCx3YbK6Fqv3h5kLPlJyRTp1TEbJj3MZP5K6oYkPtfsYIcXsqqJQE71B4fkmene2xSXDUd7tOPra20CB5Q5LEP6dyUyMh8e8+G5PacSrok5LAJau7SyVbXlg4Z7sqD//ZuamnImhFkoqIzBJk0uowVQqJAw0e6VRwyVjYekO1EYbTSVXLxaTWFaM5IubxiywobkmbX1+o3PFt/dnOc5XHfeLNx1cUNKoVDN0I+smDNKWikq5lQ5UV1qhz8S36eZINJHL1k22SDDRRhMcYrDGhKHRRgXSXei9Q99Ta3ULg4xJGZDBETbk2htuYbNM9ONZJc3BInnYZcEWEUeDouAmrIi7GjtMc5p7t81mmc0mqEHSApOjD+MsSHX4GSAQoWEwZXzi/HcHs+QUJlF4FOWdCfToTeZQsAjqeTi1WqVLit83f7o+pWWY8YYMLVYyzPb8M0z8OCr+xGSVQjRyhks2nzSLgk40D6A1Zt3ptRReIpThG+UNTGSghPjjcoYbPF5jZMAMlyEwdnVDtTMrBliSO7/730p3YATFdc1k24h4HjRg8BzEHhAUYFgRKvAUem0QhR4oynkIwDu2rIHvrAMm6jloblsEjo9QXhCyhCPMlH+1kiGXvcYk5WCJ2Pkx7I/UbioDLBPwjWutAxXMBjEunXr0N3dDYfDgSeeeAJlZWUx+/zHf/wH/ud//gcAsHz5cqxdu3bso80hCvXmMZwhmdmYWi5OppJuR6txF++tOa0iiiQBgajRAoBuXxgqY3jga6cb73n66oUxuWj+sGxI8lMd70iGXn9PMorCVIx8OvsThY0mzph8HldapvrFF19EQ0MDfve73+Hyyy/HM888E7O9ra0Nr776KrZs2YKXXnoJ7777LpqbmzMy4Fwgm2V8coFUc3Hi15+A1ENkydS4M69HlRRp+WYzSuyQBB4MgChwKHdYhoQe4wUYLpuIcsdgrTdPMIKTfQF8cLgnoRBltDWxZPLeUl0Ho3UzwozKGNw2KfGOBUZaHtfu3btx8803AwCWLVs2xHBNnToVzz33HARBu3nJsgyrtXCKQGazjE8ukGpTykxUSzDPcTAYgT3BHOvrSZyFgzsa1mSMoT8QGbJvvFdpzifzBCM40RcEA4NN5Mfs0SQKhaa6DkbrZoQZRWVw2ibfik/CT/zKK6/ghRdeiHmtvLwcLpeW6ONwOODxeGK2S5KEsrIyMMbw85//HKeffjpqa2tHPU8oFEJTU1Oq4x+VYDCY8WMCQGtHP1wWDsHg4E2RYwytHcl9hvEa11gZbVxTADy4tBhAsfYC60ZTU/ew+15WK+KZ90MIh0OwClpF+IgCXLbAmfTnNs+xqjIEg4FR57jMytDr8xsFewGtwWOpXUx4TvN4O70ylGjtQ7cF4NUImKLiqW2fYgqbHvO+TPwdUx13Mvvn4/U1keTauFLJdVNVQFQjOTX+TDHaPCQ0XKtWrcKqVatiXlu7di18Pi2h0ufzwe12D3lfKBTCfffdB4fDgYceeijhIK1Wa8aTE8cr4bGuqh8dniDsJo/CH5ZRV2VL6ny5moipj2us63fz5gE1MzsGPbTy1I9hnuNgMACbzT5kjs3jdFpEBBUVFotkrCdxAsM9l87HvATnbec6ULrfj9YuH0KK1rhyarHd8NysjKE3EBnyN8vE3/EerhwPvrofKs8lNe5k9s/16yvXyNVxJQMDMKXMjXnzvjDRQ8kqafmYixYtwttvv40FCxagsbERixcvjtnOGMMPfvADnHvuubj11lszMtBcopDL+GRq8T9dtaCOeY65YdbV4scZiChg0PK5+lOojG4+zpwqp1GBw8x41hZMNQyb6v5E4TOkzc8kIC3DtXr1aqxfvx6rV6+GJEl48sknAQDPP/88ampqoKoqPvjgA4TDYbzzzjsAgHvuuQcLFy7M3MgnkEK+eeTK+l2iGnf6OGWF4VC/zyjxVOGw4J31X076PPGfd2qxDcd6A2j3BOGyiWk9lKTqsaZT/7EQrjUiM0zGkk9pGS673Y6nn356yOs33HCD8fOnn36a/qjygEK9eeTS4v9oNe7aev0QOOBEfxA8uCElnpL928R/XpdNwowShlMDoZQ8Nx2SqxPZRuDJcBGTnHzon7S9uQMDgQg8QRkAIAkceI4DB0DiuJS8w5mlRTjc7cVAQDaaXbrtIhbVlA7b2DIRueKxEpOHyVYZHqBahUQcud4/SfdoHFYBWlldrT1JRFHBGDDFbU3JOzy/rgwdnjDCipa4HFZUdHjCOL+ubMT36AWHr//90SF5XpnIYSOIVNA6i08uJt8nJkYlnWaR2UT3aCqcNq3BJDTjpTKG6SU2iAKfkne4o7UHlU4LLAJv9DaqdFqMorvxJEqMnuyNI4nsQ+IMgkBur9+Z16SmuG040R8AB81wCTyXsnfY1utHhdOKSpfNeI0xNqKHlCgxupAVp0Ru4rROvts4eVxEXmH2aDhOu4DDCoOiat5Sqt5hqh5SolBgrnusROExxV04VYmSZfKZaiKv0T2aLm8QXZ4wwGnijHKHBb6wkvgAIxzP7CENBCKQeA5LnnhriJw9GfFKLnusROExYxKGocnjIvIK3aPxhQYTjqcX21HpsqVVbDbeQ7JEC/RGVDZsAeVcF68QkwuOAzWSJIh8YMXcKrjtEmrKisBxnPF6uuo9s4e0evNOhBV1RDl7osRogsgmPIeY78BkgQwXkZeMV75ZMgnYoyVGE0Q24Seh0QIoVEjkKeMVsiM5O5FPkOEiiAyiJ+kueeKthM0Y02G81Hu0hkXkE5Ow2hMAChUS40C26vWNh3qvkAsoE4WHVuhs8kGGi8g441Wvb6x9wpKF5OxEvqAylninAmSSOprEeDIe9frMpZaGk6kTxGRkktotMlxE5nFaBBzs9KL51ABaO70YCETGLHAwe3Ecp/2fTt4WQRQSDJPTcpHhIjLK9uYOdPvCkBUGDlrl9uN9AfQHImMSOFDVdYIYhslpt8hwEZllU2Mr3HYJ1aV2SNEqFCLPodJpHdO6EcnUCWIok9RukTiDyCx6Ai/HcXDZtERexhj6A5G0j/nhMR/6/GEc7vZDEjhMcVkhCjzJ1AlikkKGixjCWNR7ma5osb25A8+83w2H3YrqEhvaB0I41hfAnEonHvja6aT+I4hJCIUKiRjGqt7LdAKvJsrQJPVuuwVzprgwu9yBUsfYQo8EUQhQ5QyCwNjVe5muaNHW64dViP1ykiiDIDT4yWm3KFRIxJJMkdlEZDKBd2ZpEY5198Nueo1EGQShQR4XQSD31Hta6BFUO5AghoGbpHfwSfqxiZHItSKzK+ZW4Qfnlme8mC5BFAKT1eOiUCERQy4WmT272oHvXUJ9rwgiHjJcBBGFiswSRH4wOc0WhQoJgiCIPIMMF0EQRL4ySV0uMlwEQRB5yiS1W2S4CIIgiPyCDBdBEETeMjl9LjJcBEEQRF5BhosgCILIK8hwEQRBEHkFGS6CIAgiryDDRRAEQeQVZLgIgiDyFAY20UOYEMhwEQRB5CuT026R4SIIgshXJqndIsNFEARB5BfU1oSYELY3d2BTYyvaev2YmQM9vwgiH2GT1OUij4vIOtubO/Dgq/vR4QmixC6hwxPEg6/ux/bmjokeGkHkGZPTcpHhIrLOpsZWSAKHIosIjtP+lwQOmxpbJ3poBJFnUK1CgsgKbb1+2CUh5jW7JOBYr3+CRkQQRD6RluEKBoO48847cc011+CWW25BT0/PsPupqoqbb74ZL7744pgGSRQWM0uLEIgoMa8FIgqqS4smaEQEkZ9wk9PhSs9wvfjii2hoaMDvfvc7XH755XjmmWeG3e8Xv/gF+vv7xzRAovBYs6wOEYXBH5bBmPZ/RGFYs6xuoodGEEQekJbh2r17N5YuXQoAWLZsGXbs2DFkn23btoHjOCxbtmxsIyQKjhVzq/DIyvmoctnQH4igymXDIyvnk6qQIIikSCiHf+WVV/DCCy/EvFZeXg6XywUAcDgc8Hg8Mds///xzvPbaa3j66aexcePGpAYSCoXQ1NSU7LiTIhgMZvyYmYDGBUwB8ODSYgDF2gusG01N3RM+rlSgcaUGjSs55s2bl/S+jKk5NfZMMto8JDRcq1atwqpVq2JeW7t2LXw+HwDA5/PB7XbHbP/Tn/6E9vZ2fP/738fx48chSRJmzJgxqvdltVpT+oMlQ1NTU8aPmQloXKlB40oNGldq5Oq4koHn+Lwd+1hIKwF50aJFePvtt7FgwQI0NjZi8eLFMdt/8pOfGD//6le/QkVFBYUMCYIgiIyQ1hrX6tWrceDAAaxevRovvfQS1q5dCwB4/vnn8Ze//CWjAyQIgiAIM2l5XHa7HU8//fSQ12+44YYhr915553pnIIgCIIghoUSkAmCIIi8ggwXQRBEnkIJyARBEASRB5DhIgiCyFsmp8tFhosgCILIK8hwEQRBEHkFdUAmChLqsEwQhQt5XETBQR2WCaKwIcNFFBzUYZkgChsyXETBQR2WCaKwIcNFFBzUYZkgChsyXETBQR2WCaKwIVUhkTFyRcm3Ym4VHoG21nWs149qUhUSREFBhovICLqSTxK4GCXfI8CEGS8yVARRmFCokMgIpOQjCCJbkOEiMgIp+QiCyBZkuIiMQEo+giCyBRkuIiOkouTb3tyB1Zt3YskTb2H15p1U0YIgiJQgw0VkhBVzq/DIyvmoctnQH4igymXDIyvnDxFIUDkmgiDGCqkKiYyRjJLPLOIAgCKLCH9YxqbGVlIBEgSRFORxEVmFRBwEQYwVMlxEViERB0EQY4UMF5FVqBwTQRBjhQwXkVWSFXEQBEGMBIkziKxD5ZgIghgL5HERBEEQeQUZLoIgCCKvIMNFEASRp5QWSRM9hAmBDBdBEESe4rBOTpkCGS6CIAgiryDDRRAEQeQVZLgIgiCIvIIMF0EQBJFXkOEiCIIg8goyXARBEEReQYaLIAiCyCvIcBEEQRB5BRkugiAIIq8gw0UQBEHkFWS4CIIgiLyCDBdBEASRV5DhIgiCIPIKjjHGJnoQALB3715YrdaJHgZBEMSEIooi5syZk9S+Bw4cSHrfQiJnDBdBEARBJAOFCgmCIIi8ggwXQRAEkVeQ4SIIgiDyCjJcBEEQRF5BhosgCILIK8hwEQRBEHmFONEDSIdgMIh169ahu7sbDocDTzzxBMrKymL2efnll7FlyxaIoojbb78dX/rSl7B582a88847AICBgQF0dXXhvffew5tvvomf//znmDZtGgDgzjvvxDnnnJO1cTHGsGzZMsyePRsAcOaZZ+If//EfsXfvXvz0pz+FIAhYsmQJ1q5dm8ZspT8uj8eDdevWwev1IhKJ4N5778XChQvHPF+qquLhhx/GZ599BovFgkcffRSzZs0ytr/11lvYuHEjRFHEFVdcge985zsjvufIkSO49957wXEc5syZg4ceegg8n97zWDrjikQiuO+++3D8+HGEw2HcfvvtuOiii7B//37cdtttxt909erV+OpXv5q1cQHA5ZdfDpfLBQCorq7Gz372swmfrz/84Q/44x//CAAIhUJoamrCe++9h7a2tqzNFwAEAgHccMMN+OlPf4r6+vqsXF9EBmF5yL//+7+zp59+mjHG2GuvvcY2bNgQs72jo4N9/etfZ6FQiA0MDBg/m7n11ltZY2MjY4yxp556im3btm3CxnX48GG2Zs2aIcdbuXIlO3LkCFNVld18881s3759WR3XL3/5S/b8888zxhhraWlhl19+OWNs7PP1xhtvsPXr1zPGGNuzZw+77bbbjG3hcJhdfPHFrK+vj4VCIfbtb3+bdXR0jPieNWvWsJ07dzLGGHvggQfYm2++mdVxbd26lT366KOMMcZ6enrY8uXLGWOMvfzyy+w3v/lN2mMZ67iCwSD75je/OeRYEz1fZh5++GG2ZcsWxlj25osxxj755BP2rW99i11wwQXs4MGDo74nk/NFZI68fHTYvXs3li5dCgBYtmwZduzYEbP9k08+wcKFC2GxWOByuVBTU4Pm5mZj+5tvvgm3220cY//+/fj973+Pa665Bo8//jhkWc7quPbv34/29nZcd911uOWWW9Da2gqv14twOIyamhpwHIclS5YMOd54j+v666/H1VdfDQBQFMWobDLW+TKP58wzz8S+ffuMbS0tLaipqUFxcTEsFgsWL16MXbt2jfie/fv3G97esmXL8Le//S3V6RnTuC699FLcfffdxn6CIAAA9u3bh+3bt+O73/0u7rvvPni93qyOq7m5GYFAADfeeCO+973vYe/evQAmfr50Pv30Uxw8eBBXXXUVgOzNFwCEw2Fs3LgRdXV1Cd+TyfkiMkfOhwpfeeUVvPDCCzGvlZeXGyEQh8MBj8cTs93r9Rrb9X3MX4RNmzbhqaeeMn6/8MILcfHFF6O6uhoPPfQQtmzZgmuvvTZr46qsrMStt96Kyy67DLt27cK6deuwceNGOJ3OmH3b2tpGHVOmx+V2uwEAnZ2dWLduHe677z4A6c1X/PnMn00QBMiyDFEURxzLSO9hjIHjuBE/WyqkMy6Hw2G896677sIPf/hDAMCCBQuwatUqnHHGGXj22WexceNGrF+/PmvjstlsuOmmm7Bq1SocPnwYt9xyC7Zt2zbh86WzadMm3HHHHcbv2ZovAFi8eHHS78nkfBGZI+cN16pVq7Bq1aqY19auXQufzwcA8Pl8xg1Wx+l0Gtv1ffQv0cGDB+F2u2Ni3ldccYVxjIsuughvvPFGVsd12mmnGU/qZ511Ftrb2+FwOIbsG3+88R4XAHz22We455578JOf/MR48kxnvkY7n6qqxk1lpLGM9B7zekOyc5TJcQHAyZMncccdd+Caa67BN77xDQDAJZdcYozlkksuwYYNG7I6rtraWsyaNQscx6G2thYlJSXo7OzMifkaGBhAa2srzjvvPGN7tuYr1fdkcr6IzJGXocJFixbh7bffBgA0NjYOeYJasGABdu/ejVAoBI/Hg5aWFjQ0NAAA/va3v2HZsmXGvowxrFy5EqdOnQIA7NixA/Pnz8/quP7t3/7N8JKam5sxffp0uFwuSJKEo0ePgjGGd999F2eddVZWx3Xw4EHcfffdePLJJ7F8+XIAmZmvRYsWobGxEYBWXFn/2wBAfX09jhw5gr6+PoTDYezatQsLFy4c8T2nn3463n//feOzpTtH6Y6rq6sLN954I9atW4crr7zS2P+mm27CJ598AmBs11S649q6dSsef/xxAEB7e7vh2U/0fAHAhx9+iAsuuCDmWNmar1Tfk8n5IjJHXhbZDQQCWL9+PTo7OyFJEp588klUVlbi+eefR01NDS666CK8/PLLeOmll8AYw5o1a/CVr3wFAPDP//zPRqhL591338UvfvEL2Gw21NfX4/7774ckSVkbV39/P9atWwe/3w9BEPDggw+ivr4ee/fuxWOPPQZFUbBkyRL86Ec/yup83X777fjss88wY8YMANpT6bPPPjvm+dIVXJ9//jkYY3jsscfw97//HX6/H1dddZWhRmOM4YorrsB3v/vdYd9TX1+PQ4cO4YEHHkAkEkFdXR0effRRw3tNlXTG9eijj+L111+PWS/59a9/jZaWFmzYsAGSJKGiogIbNmyICUWN97jC4TD+6Z/+CSdOnADHcfjxj3+MRYsWTfh8AcBzzz0HURRx/fXXG8fav39/1uZL57rrrsPDDz8coyocz+uLyBx5abgIgiCIyUtehgoJgiCIyQsZLoIgCCKvIMNFEARB5BVkuAiCIIi8ggwXQRAEkVeQ4SIIgiDyCjJcBEEQRF7x/wHT1y15m/DRpQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.jointplot(y_score.squeeze(), y_test, kind='reg')\n",
    "g.annotate(spearmanr);"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:ml4t-dl]",
   "language": "python",
   "name": "conda-env-ml4t-dl-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": true
  },
  "toc-autonumbering": true,
  "toc-showtags": false
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
